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          Python框架、库和软件资源大全(整理篇)
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          2,511 次阅读 -
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        出处：
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         程序员的资料库
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        现代
        <a href="http://codecloud.net/?s=%E7%BC%96%E7%A8%8B%E8%AF%AD%E8%A8%80" rel="nofollow" target="_blank">
         编程语言
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        的一个非常令人欣慰的事是有很多的社区在驱动语言的发展。
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        很多来自世界各地的程序员不求回报的写代码为别人造轮子、贡献代码、开发框架。开放源代码使得分散在世界各地的程序员们都能够贡献他们的代码与创新。
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        <a href="http://codecloud.net/?s=Python" rel="nofollow" target="_blank">
         Python
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        就是这样一门受到全世界各地开源社区支持的语言。Python可以用来开发各种小工具软件、web应用、科学计算、数据分析等等，Python拥有大量的流行框架，比如
        <a href="http://codecloud.net/?s=Django" rel="nofollow" target="_blank">
         Django
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        。使用Python框架时，可以根据自己的需求插入不同的模块，比如可以用Scrapy来实现网络爬虫，可以用SciPy来进行科学计算。
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        Python很多模块框架都拥有来自社区良好的支持与维护。
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       <p>
        Python是一门非常受欢迎的编程语言，最近甚至成为了美国很多大学最受欢迎的编程语言。
       </p>
       <h2>
        <a href="http://codecloud.net/">
         下面的这个列表是从网络上收集的个种Python的资源
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       </h2>
       <hr/>
       <ul>
        <li>
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          Python 2.7 官方中文文档
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          Python 3.3 官方中文文档
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           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#machine-learning" rel="nofollow" target="_blank">
            Machine Learning
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#functional-programming" rel="nofollow" target="_blank">
            Functional Programming
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#mapreduce" rel="nofollow" target="_blank">
            MapReduce
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#third-party-apis" rel="nofollow" target="_blank">
            Third-party APIs
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#devops-tools" rel="nofollow" target="_blank">
            DevOps Tools
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#job-scheduler" rel="nofollow" target="_blank">
            Job Scheduler
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#foreign-function-interface" rel="nofollow" target="_blank">
            Foreign Function Interface
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#high-performance" rel="nofollow" target="_blank">
            High Performance
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#network-virtualization-and-sdn" rel="nofollow" target="_blank">
            Network Virtualization and SDN
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#hardware" rel="nofollow" target="_blank">
            Hardware
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#miscellaneous" rel="nofollow" target="_blank">
            Miscellaneous
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#algorithms-and-design-patterns" rel="nofollow" target="_blank">
            Algorithms and Design Patterns
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#editor-plugins" rel="nofollow" target="_blank">
            Editor Plugins
           </a>
          </li>
         </ul>
        </li>
        <li>
         <a href="https://github.com/vinta/awesome-python#resources" rel="nofollow" target="_blank">
          Resources
         </a>
         <ul>
          <li>
           <a href="https://github.com/vinta/awesome-python#websites" rel="nofollow" target="_blank">
            Websites
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#weekly" rel="nofollow" target="_blank">
            Weekly
           </a>
          </li>
          <li>
           <a href="https://github.com/vinta/awesome-python#twitter" rel="nofollow" target="_blank">
            Twitter
           </a>
          </li>
         </ul>
        </li>
        <li>
         <a href="https://github.com/vinta/awesome-python#other-awesome-lists" rel="nofollow" target="_blank">
          Other Awesome Lists
         </a>
        </li>
        <li>
         <a href="https://github.com/vinta/awesome-python#contributing" rel="nofollow" target="_blank">
          Contributing
         </a>
        </li>
       </ul>
       <hr/>
       <h2>
        <a href="https://github.com/vinta/awesome-python#environment-management" name="user-content-environment-management" rel="nofollow" target="_blank">
        </a>
        Environment Management
       </h2>
       <p>
        <em>
         Libraries for Python version and environment management.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/yyuu/pyenv" rel="nofollow" target="_blank">
          pyenv
         </a>
         – Simple Python version management.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/virtualenv" rel="nofollow" target="_blank">
          virtualenv
         </a>
         – A tool to create isolated Python environments.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/virtualenvwrapper" rel="nofollow" target="_blank">
          virtualenvwrapper
         </a>
         – A set of extensions to virtualenv
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/pew/" rel="nofollow" target="_blank">
          pew
         </a>
         – A set of tools to manage multiple virtual environments.
        </li>
        <li>
         <a href="https://github.com/sashahart/vex" rel="nofollow" target="_blank">
          Vex
         </a>
         – Run a command in the named virtualenv.
        </li>
        <li>
         <a href="https://www.egenix.com/products/python/PyRun/" rel="nofollow" target="_blank">
          PyRun
         </a>
         – A one-file, no-installation-needed version of Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#package-management" name="user-content-package-management" rel="nofollow" target="_blank">
        </a>
        Package Management
       </h2>
       <p>
        <em>
         Libraries for package and dependency management.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://pip.pypa.io/" rel="nofollow" target="_blank">
          pip
         </a>
         – The Python package and dependency manager.
         <ul>
          <li>
           <a href="https://pypi.python.org/pypi" rel="nofollow" target="_blank">
            Python Package Index
           </a>
          </li>
         </ul>
        </li>
        <li>
         <a href="https://github.com/conda/conda/" rel="nofollow" target="_blank">
          conda
         </a>
         – Cross-platform, Python-agnostic binary package manager.
        </li>
        <li>
         <a href="http://clarete.li/curdling/" rel="nofollow" target="_blank">
          Curdling
         </a>
         – Curdling is a command line tool for managing Python packages.
        </li>
        <li>
         <a href="http://pythonwheels.com/" rel="nofollow" target="_blank">
          wheel
         </a>
         – The new standard of Python distribution and are intended to replace eggs.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#distribution" name="user-content-distribution" rel="nofollow" target="_blank">
        </a>
        Distribution
       </h2>
       <p>
        <em>
         Libraries to create packaged executables for release distribution.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://cx-freeze.readthedocs.org/" rel="nofollow" target="_blank">
          cx-Freeze
         </a>
         – Freezes Python scripts (cross-platform)
        </li>
        <li>
         <a href="http://www.py2exe.org/" rel="nofollow" target="_blank">
          py2exe
         </a>
         – Freezes Python scripts (Windows)
        </li>
        <li>
         <a href="http://pythonhosted.org/py2app/" rel="nofollow" target="_blank">
          py2app
         </a>
         – Freezes Python scripts (Mac OS X)
        </li>
        <li>
         <a href="http://www.pyinstaller.org/" rel="nofollow" target="_blank">
          PyInstaller
         </a>
         – A program that converts Python programs into stand-alone executables (Windows, Linux, Mac OS X, Solaris and AIX)
        </li>
        <li>
         <a href="http://dh-virtualenv.readthedocs.org/" rel="nofollow" target="_blank">
          dh-virtualenv
         </a>
         – Build and distribute a virtualenv as a Debian package.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#build-tools" name="user-content-build-tools" rel="nofollow" target="_blank">
        </a>
        Build Tools
       </h2>
       <p>
        <em>
         Compile software from source code.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.buildout.org/" rel="nofollow" target="_blank">
          buildout
         </a>
         – A build system for creating, assembling and deploying applications from multiple parts, some of which may be non-Python-based.
        </li>
        <li>
         <a href="http://www.scons.org/" rel="nofollow" target="_blank">
          SCons
         </a>
         – A software construction tool.
        </li>
        <li>
         <a href="https://github.com/ivankravets/platformio" rel="nofollow" target="_blank">
          PlatformIO
         </a>
         – A console tool to build code with different development platforms.
        </li>
        <li>
         <a href="http://www.yoctoproject.org/docs/1.6/bitbake-user-manual/bitbake-user-manual.html" rel="nofollow" target="_blank">
          BitBake
         </a>
         – A make-like build tool with the special focus of distributions and packages for embedded Linux.
        </li>
        <li>
         <a href="https://code.google.com/p/fabricate/" rel="nofollow" target="_blank">
          fabricate
         </a>
         – A build tool that finds dependencies automatically for any language.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#interactive-interpreter" name="user-content-interactive-interpreter" rel="nofollow" target="_blank">
        </a>
        Interactive Interpreter
       </h2>
       <p>
        <em>
         Interactive Python interpreters.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/ipython/ipython" rel="nofollow" target="_blank">
          IPython
         </a>
         – IPython provides a rich toolkit to help you make the most out of using Python interactively.
        </li>
        <li>
         <a href="http://bpython-interpreter.org/" rel="nofollow" target="_blank">
          bpython
         </a>
         – A fancy interface to the Python interpreter for Linux, BSD, OS X and Windows (with some work).
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#files" name="user-content-files" rel="nofollow" target="_blank">
        </a>
        Files
       </h2>
       <p>
        <em>
         Libraries for file manipulation and MIME type detection.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/mimetypes.html" rel="nofollow" target="_blank">
          mimetypes
         </a>
         – (Python standard library) Map filenames to MIME types.
        </li>
        <li>
         <a href="https://docs.python.org/2/library/imghdr.html" rel="nofollow" target="_blank">
          imghdr
         </a>
         – (Python standard library) Determine the type of an image.
        </li>
        <li>
         <a href="https://github.com/ahupp/python-magic" rel="nofollow" target="_blank">
          python-magic
         </a>
         – A Python interface to the libmagic file type identification library.
        </li>
        <li>
         <a href="https://github.com/jaraco/path.py" rel="nofollow" target="_blank">
          path.py
         </a>
         – A module wrapper for
         <a href="https://docs.python.org/2/library/os.path.html" rel="nofollow" target="_blank">
          os.path
         </a>
         .
        </li>
        <li>
         <a href="https://github.com/gorakhargosh/watchdog" rel="nofollow" target="_blank">
          watchdog
         </a>
         – API and shell utilities to monitor file system events.
        </li>
        <li>
         <a href="https://github.com/mikeorr/Unipath" rel="nofollow" target="_blank">
          Unipath
         </a>
         – An object-oriented approach to file/directory operations.
        </li>
        <li>
         <a href="https://pathlib.readthedocs.org/en/pep428/" rel="nofollow" target="_blank">
          pathlib
         </a>
         – An cross-platform, object-oriented path library (included in Python 3.4)
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#date-and-time" name="user-content-date-and-time" rel="nofollow" target="_blank">
        </a>
        Date and Time
       </h2>
       <p>
        <em>
         Libraries for working with dates and times.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/crsmithdev/arrow" rel="nofollow" target="_blank">
          arrow
         </a>
         – Better dates &amp; times for Python.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/python-dateutil" rel="nofollow" target="_blank">
          dateutil
         </a>
         – Extensions to the standard Python
         <a href="https://docs.python.org/2/library/datetime.html" rel="nofollow" target="_blank">
          datetime
         </a>
         module.
        </li>
        <li>
         <a href="https://github.com/myusuf3/delorean/" rel="nofollow" target="_blank">
          delorean
         </a>
         – A library for clearing up the inconvenient truths that arise dealing with datetimes in Python.
        </li>
        <li>
         <a href="https://github.com/dirn/When.py" rel="nofollow" target="_blank">
          when.py
         </a>
         – Providing user-friendly functions to help perform common date and time actions.
        </li>
        <li>
         <a href="https://github.com/zachwill/moment" rel="nofollow" target="_blank">
          moment
         </a>
         – A Python library for dealing with dates/times. Inspired by
         <a href="http://momentjs.com/" rel="nofollow" target="_blank">
          Moment.js
         </a>
         .
        </li>
        <li>
         <a href="https://launchpad.net/pytz" rel="nofollow" target="_blank">
          pytz
         </a>
         – World timezone definitions, modern and historical. Brings the
         <a href="http://en.wikipedia.org/wiki/Tz_database" rel="nofollow" target="_blank">
          Olson tz database
         </a>
         into Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#text-processing" name="user-content-text-processing" rel="nofollow" target="_blank">
        </a>
        Text Processing
       </h2>
       <p>
        <em>
         Libraries for parsing and manipulating texts.
        </em>
       </p>
       <ul>
        <li>
         General
         <ul>
          <li>
           <a href="https://docs.python.org/2/library/difflib.html" rel="nofollow" target="_blank">
            difflib
           </a>
           – (Python standard library) Helpers for computing deltas.
          </li>
          <li>
           <a href="https://github.com/ztane/python-Levenshtein/" rel="nofollow" target="_blank">
            Levenshtein
           </a>
           – Fast computation of Levenshtein distance and string similarity.
          </li>
          <li>
           <a href="https://github.com/seatgeek/fuzzywuzzy" rel="nofollow" target="_blank">
            fuzzywuzzy
           </a>
           – Fuzzy String Matching.
          </li>
          <li>
           <a href="https://code.google.com/p/esmre/" rel="nofollow" target="_blank">
            esmre
           </a>
           – Regular expression accelerator.
          </li>
          <li>
           <a href="https://github.com/stochastic-technologies/shortuuid" rel="nofollow" target="_blank">
            shortuuid
           </a>
           – A generator library for concise, unambiguous and URL-safe UUIDs.
          </li>
          <li>
           <a href="https://github.com/dimka665/awesome-slugify" rel="nofollow" target="_blank">
            awesome-slugify
           </a>
           – A Python slugify library that can preserve unicode.
          </li>
          <li>
           <a href="https://github.com/un33k/python-slugify" rel="nofollow" target="_blank">
            python-slugify
           </a>
           – A Python slugify library that translates unicode to ASCII.
          </li>
          <li>
           <a href="https://github.com/mozilla/unicode-slugify" rel="nofollow" target="_blank">
            unicode-slugify
           </a>
           – A slugifier that generates unicode slugs with Django as a dependency.
          </li>
          <li>
           <a href="https://pypi.python.org/pypi/Unidecode" rel="nofollow" target="_blank">
            unidecode
           </a>
           – ASCII transliterations of Unicode text.
          </li>
          <li>
           <a href="https://github.com/chardet/chardet" rel="nofollow" target="_blank">
            chardet
           </a>
           – Python 2/3 compatible character encoding detector.
          </li>
          <li>
           <a href="https://github.com/lxneng/xpinyin" rel="nofollow" target="_blank">
            xpinyin
           </a>
           – A library to translate Chinese hanzi (漢字) to pinyin (拼音).
          </li>
          <li>
           <a href="https://github.com/vinta/pangu.py" rel="nofollow" target="_blank">
            pangu.py
           </a>
           – Spacing texts for CJK and alphanumerics.
          </li>
          <li>
           <a href="https://github.com/pwaller/pyfiglet" rel="nofollow" target="_blank">
            pyfiglet
           </a>
           – An implementation of figlet written in Python.
          </li>
         </ul>
        </li>
        <li>
         Specific Formats
         <ul>
          <li>
           <a href="https://github.com/kennethreitz/tablib" rel="nofollow" target="_blank">
            tablib
           </a>
           – A module for Tabular Datasets in XLS, CSV, JSON, YAML.
          </li>
          <li>
           <a href="https://github.com/mikemaccana/python-docx" rel="nofollow" target="_blank">
            python-docx
           </a>
           – Reads, queries and modifies Microsoft Word 2007/2008 docx files.
          </li>
          <li>
           <a href="https://github.com/python-excel/xlwt" rel="nofollow" target="_blank">
            xlwt
           </a>
           /
           <a href="https://github.com/python-excel/xlrd" rel="nofollow" target="_blank">
            xlrd
           </a>
           – Packages is for writing and reading data and formatting information from Excel files.
          </li>
          <li>
           <a href="https://xlsxwriter.readthedocs.org/" rel="nofollow" target="_blank">
            XlsxWriter
           </a>
           – A Python module for creating Excel .xlsx files.
          </li>
          <li>
           <a href="https://github.com/brianray/mm" rel="nofollow" target="_blank">
            mm
           </a>
           – Python powered spreadsheets.
          </li>
          <li>
           <a href="https://github.com/euske/pdfminer" rel="nofollow" target="_blank">
            PDFMiner
           </a>
           – A tool for extracting information from PDF documents.
          </li>
          <li>
           <a href="https://github.com/mstamy2/PyPDF2" rel="nofollow" target="_blank">
            PyPDF2
           </a>
           – A pure Python PDF library capable of splitting, merging and transforming PDF pages.
          </li>
          <li>
           <a href="https://github.com/waylan/Python-Markdown" rel="nofollow" target="_blank">
            Python-Markdown
           </a>
           – A Python implementation of John Gruber’s Markdown.
          </li>
          <li>
           <a href="https://github.com/lepture/mistune" rel="nofollow" target="_blank">
            Mistune
           </a>
           – Fastest and full featured pure Python parsers of Markdown.
          </li>
          <li>
           <a href="http://pyyaml.org/" rel="nofollow" target="_blank">
            PyYAML
           </a>
           – YAML implementations for Python.
          </li>
         </ul>
        </li>
        <li>
         Parser
         <ul>
          <li>
           <a href="https://github.com/daviddrysdale/python-phonenumbers" rel="nofollow" target="_blank">
            phonenumbers
           </a>
           – Library for parsing, formatting, storing and validating international phone numbers.
          </li>
          <li>
           <a href="https://github.com/selwin/python-user-agents" rel="nofollow" target="_blank">
            python-user-agents
           </a>
           – Browser user agent parser.
          </li>
          <li>
           <a href="https://sqlparse.readthedocs.org/" rel="nofollow" target="_blank">
            sqlparse
           </a>
           – A non-validating SQL parser.
          </li>
          <li>
           <a href="http://pygments.org/" rel="nofollow" target="_blank">
            Pygments
           </a>
           – A generic syntax highlighter.
          </li>
          <li>
           <a href="https://github.com/derek73/python-nameparser" rel="nofollow" target="_blank">
            python-nameparser
           </a>
           – A simple Python module for parsing human names into their individual components.
          </li>
          <li>
           <a href="http://pyparsing.wikispaces.com/" rel="nofollow" target="_blank">
            pyparsing
           </a>
           – A general purpose framework for generating parsers.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#natural-language-processing" name="user-content-natural-language-processing" rel="nofollow" target="_blank">
        </a>
        Natural Language Processing
       </h2>
       <p>
        <em>
         Libraries for working with human languages.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.nltk.org/" rel="nofollow" target="_blank">
          NLTK
         </a>
         – A leading platform for building Python programs to work with human language data.
        </li>
        <li>
         <a href="http://www.clips.ua.ac.be/pattern" rel="nofollow" target="_blank">
          Pattern
         </a>
         – A web mining module for the Python programming language. It has tools for natural language processing, machine learning, among others.
        </li>
        <li>
         <a href="http://textblob.readthedocs.org/" rel="nofollow" target="_blank">
          TextBlob
         </a>
         – Providing a consistent API for diving into common natural language processing (NLP) tasks. Stands on the giant shoulders of NLTK and Pattern, and plays nicely with both.
        </li>
        <li>
         <a href="https://github.com/fxsjy/jieba#jieba-1" rel="nofollow" target="_blank">
          jieba
         </a>
         – Chinese Words Segementation Utilities.
        </li>
        <li>
         <a href="https://github.com/isnowfy/snownlp" rel="nofollow" target="_blank">
          SnowNLP
         </a>
         – A library for processing Chinese text.
        </li>
        <li>
         <a href="https://github.com/victorlin/loso" rel="nofollow" target="_blank">
          loso
         </a>
         – Another Chinese segmentation library.
        </li>
        <li>
         <a href="https://github.com/duanhongyi/genius" rel="nofollow" target="_blank">
          genius
         </a>
         – A Chinese segment base on Conditional Random Field.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#documentation" name="user-content-documentation" rel="nofollow" target="_blank">
        </a>
        Documentation
       </h2>
       <p>
        <em>
         Libraries for generating project documentation.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://sphinx-doc.org/" rel="nofollow" target="_blank">
          Sphinx
         </a>
         – Python Documentation generator.
        </li>
        <li>
         <a href="http://docutils.sourceforge.net/rst.html" rel="nofollow" target="_blank">
          reStructuredText
         </a>
         – Markup Syntax and Parser Component of Docutils.
        </li>
        <li>
         <a href="http://www.mkdocs.org/" rel="nofollow" target="_blank">
          MkDocs
         </a>
         – Markdown friendly documentation generator.
        </li>
        <li>
         <a href="http://fitzgen.github.io/pycco/" rel="nofollow" target="_blank">
          Pycco
         </a>
         – The original quick-and-dirty, hundred-line-long, literate-programming-style documentation generator.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#configuration" name="user-content-configuration" rel="nofollow" target="_blank">
        </a>
        Configuration
       </h2>
       <p>
        <em>
         Libraries for storing configuration options.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/configparser.html" rel="nofollow" target="_blank">
          ConfigParser
         </a>
         – (Python standard library) INI file parser.
        </li>
        <li>
         <a href="http://www.voidspace.org.uk/python/configobj.html" rel="nofollow" target="_blank">
          ConfigObj
         </a>
         – INI file parser with validation.
        </li>
        <li>
         <a href="http://www.red-dove.com/config-doc/" rel="nofollow" target="_blank">
          config
         </a>
         – Hierarchical config from the author of
         <a href="https://docs.python.org/2/library/logging.html" rel="nofollow" target="_blank">
          logging
         </a>
         .
        </li>
        <li>
         <a href="http://profig.readthedocs.org/" rel="nofollow" target="_blank">
          profig
         </a>
         – Config from multiple formats with value conversion.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#command-line-tools" name="user-content-command-line-tools" rel="nofollow" target="_blank">
        </a>
        Command-line Tools
       </h2>
       <p>
        <em>
         Libraries for building command-line application.
        </em>
       </p>
       <ul>
        <li>
         Command-line Application Development
         <ul>
          <li>
           <a href="http://builtoncement.org/" rel="nofollow" target="_blank">
            cement
           </a>
           – Cement provides a light-weight and fully featured foundation to build anything from single file scripts to complex and intricately designed applications.
          </li>
          <li>
           <a href="http://click.pocoo.org/" rel="nofollow" target="_blank">
            click
           </a>
           – A package for creating beautiful command line interfaces in a composable way.
          </li>
          <li>
           <a href="https://github.com/kennethreitz/clint" rel="nofollow" target="_blank">
            clint
           </a>
           – Python Command-line Application Tools.
          </li>
          <li>
           <a href="https://cliff.readthedocs.org/" rel="nofollow" target="_blank">
            cliff
           </a>
           – A framework for creating command-line programs with multi-level commands.
          </li>
          <li>
           <a href="http://clime.mosky.tw/" rel="nofollow" target="_blank">
            Clime
           </a>
           – Clime lets you convert any module into a multi-command CLI program without any configuration.
          </li>
          <li>
           <a href="http://docopt.org/" rel="nofollow" target="_blank">
            docopt
           </a>
           – Pythonic command line arguments parser.
          </li>
          <li>
           <a href="https://pypi.python.org/pypi/colorama" rel="nofollow" target="_blank">
            colorama
           </a>
           – Cross-platform colored terminal text.
          </li>
         </ul>
        </li>
        <li>
         Productivity Tools
         <ul>
          <li>
           <a href="https://github.com/audreyr/cookiecutter" rel="nofollow" target="_blank">
            cookiecutter
           </a>
           – A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
          </li>
          <li>
           <a href="https://github.com/jakubroztocil/httpie" rel="nofollow" target="_blank">
            httpie
           </a>
           – A command line HTTP client, a user-friendly cURL replacement.
          </li>
          <li>
           <a href="https://github.com/mooz/percol" rel="nofollow" target="_blank">
            percol
           </a>
           – Adds flavor of interactive selection to the traditional pipe concept on UNIX.
          </li>
          <li>
           <a href="http://www.rainbowstream.org/" rel="nofollow" target="_blank">
            RainbowStream
           </a>
           – Smart and nice Twitter client on terminal.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#downloader" name="user-content-downloader" rel="nofollow" target="_blank">
        </a>
        Downloader
       </h2>
       <p>
        <em>
         Libraries for downloading.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/s3tools/s3cmd" rel="nofollow" target="_blank">
          s3cmd
         </a>
         – A command line tool for managing Amazon S3 and CloudFront.
        </li>
        <li>
         <a href="http://rg3.github.io/youtube-dl/" rel="nofollow" target="_blank">
          youtube-dl
         </a>
         – A small command-line program to download videos from YouTube.
        </li>
        <li>
         <a href="http://www.soimort.org/you-get/" rel="nofollow" target="_blank">
          you-get
         </a>
         – A YouTube/Youku/Niconico video downloader written in Python 3.
        </li>
        <li>
         <a href="https://github.com/coursera-dl/coursera" rel="nofollow" target="_blank">
          coursera
         </a>
         – Script for downloading Coursera.org videos and naming them.
        </li>
        <li>
         <a href="https://github.com/WikiTeam/wikiteam" rel="nofollow" target="_blank">
          WikiTeam
         </a>
         – Tools for downloading and preserving wikis.
        </li>
        <li>
         <a href="https://github.com/Diaoul/subliminal" rel="nofollow" target="_blank">
          subliminal
         </a>
         – Library and command line tool to search and download subtitles.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#imagery" name="user-content-imagery" rel="nofollow" target="_blank">
        </a>
        Imagery
       </h2>
       <p>
        <em>
         Libraries for manipulating images.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://pillow.readthedocs.org/" rel="nofollow" target="_blank">
          pillow
         </a>
         – Pillow is the
         <strong>
          friendly
         </strong>
         PIL fork. PIL is the
         <a href="http://www.pythonware.com/products/pil/" rel="nofollow" target="_blank">
          Python Imaging Library
         </a>
         .
        </li>
        <li>
         <a href="https://github.com/dahlia/wand" rel="nofollow" target="_blank">
          wand
         </a>
         – Python bindings for
         <a href="http://www.imagemagick.org/script/magick-wand.php" rel="nofollow" target="_blank">
          MagickWand
         </a>
         , C API for ImageMagick.
        </li>
        <li>
         <a href="https://github.com/thumbor/thumbor" rel="nofollow" target="_blank">
          thumbor
         </a>
         – A smart imaging service. It enables on-demand crop, resizing and flipping of images.
        </li>
        <li>
         <a href="http://www.imgseek.net/" rel="nofollow" target="_blank">
          imgSeek
         </a>
         – A project for searching a collection of images using visual similarity.
        </li>
        <li>
         <a href="https://github.com/lincolnloop/python-qrcode" rel="nofollow" target="_blank">
          python-qrcode
         </a>
         – A pure Python QR Code generator.
        </li>
        <li>
         <a href="https://pythonhosted.org/pyBarcode/" rel="nofollow" target="_blank">
          pyBarcode
         </a>
         – Create barcodes in Python without needing PIL.
        </li>
        <li>
         <a href="https://github.com/ajkumar25/pygram" rel="nofollow" target="_blank">
          pygram
         </a>
         – Instagram-like image filters.
        </li>
        <li>
         <a href="https://github.com/fogleman/Quads" rel="nofollow" target="_blank">
          Quads
         </a>
         – Computer art based on quadtrees.
        </li>
        <li>
         <a href="https://github.com/hhatto/nude.py" rel="nofollow" target="_blank">
          nude.py
         </a>
         – Nudity detection.
        </li>
        <li>
         <a href="http://scikit-image.org/" rel="nofollow" target="_blank">
          scikit-image
         </a>
         – A Python library for (scientific) image processing.
        </li>
        <li>
         <a href="https://github.com/rossgoodwin/hmap" rel="nofollow" target="_blank">
          hmap
         </a>
         – Image histogram remapping.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#audio" name="user-content-audio" rel="nofollow" target="_blank">
        </a>
        Audio
       </h2>
       <p>
        <em>
         Libraries for manipulating audio.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/danilobellini/audiolazy" rel="nofollow" target="_blank">
          audiolazy
         </a>
         – Expressive Digital Signal Processing (DSP) package for Python.
        </li>
        <li>
         <a href="https://github.com/sampsyo/audioread" rel="nofollow" target="_blank">
          audioread
         </a>
         – Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
        </li>
        <li>
         <a href="http://beets.radbox.org/" rel="nofollow" target="_blank">
          beets
         </a>
         – A music library manager and
         <a href="https://musicbrainz.org/" rel="nofollow" target="_blank">
          MusicBrainz
         </a>
         tagger.
        </li>
        <li>
         <a href="https://github.com/worldveil/dejavu" rel="nofollow" target="_blank">
          dejavu
         </a>
         – Audio fingerprinting and recognition.
        </li>
        <li>
         <a href="https://github.com/StreetVoice/django-elastic-transcoder" rel="nofollow" target="_blank">
          django-elastic-transcoder
         </a>
         – Django +
         <a href="http://aws.amazon.com/elastictranscoder/" rel="nofollow" target="_blank">
          Amazon Elastic Transcoder
         </a>
         .
        </li>
        <li>
         <a href="http://eyed3.nicfit.net/" rel="nofollow" target="_blank">
          eyeD3
         </a>
         – A tool for working with audio files, specifically MP3 files containing ID3 metadata.
        </li>
        <li>
         <a href="http://nedbatchelder.com/code/modules/id3reader.py" rel="nofollow" target="_blank">
          id3reader
         </a>
         – A Python module for reading MP3 meta data.
        </li>
        <li>
         <a href="https://code.google.com/p/mutagen/" rel="nofollow" target="_blank">
          mutagen
         </a>
         – A Python module to handle audio metadata.
        </li>
        <li>
         <a href="https://github.com/jiaaro/pydub" rel="nofollow" target="_blank">
          pydub
         </a>
         – Manipulate audio with a simple and easy high level interface.
        </li>
        <li>
         <a href="https://github.com/echonest/pyechonest" rel="nofollow" target="_blank">
          pyechonest
         </a>
         – Python client for the
         <a href="http://developer.echonest.com/docs/" rel="nofollow" target="_blank">
          Echo Nest
         </a>
         API.
        </li>
        <li>
         <a href="http://scikits.appspot.com/talkbox" rel="nofollow" target="_blank">
          talkbox
         </a>
         – A Python library for speech/signal processing.
        </li>
        <li>
         <a href="https://github.com/yomguy/TimeSide" rel="nofollow" target="_blank">
          TimeSide
         </a>
         – Open web audio processing framework.
        </li>
        <li>
         <a href="https://github.com/devsnd/tinytag" rel="nofollow" target="_blank">
          tinytag
         </a>
         – A library for reading music meta data of MP3, OGG, FLAC and Wave files.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#video" name="user-content-video" rel="nofollow" target="_blank">
        </a>
        Video
       </h2>
       <p>
        <em>
         Libraries for manipulating video and GIFs.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://zulko.github.io/moviepy/" rel="nofollow" target="_blank">
          moviepy
         </a>
         – A module for script-based movie editing with many formats, including animated GIFs.
        </li>
        <li>
         <a href="http://www.shorten.tv/" rel="nofollow" target="_blank">
          shorten.tv
         </a>
         – Video summarization.
        </li>
        <li>
         <a href="https://github.com/aizvorski/scikit-video" rel="nofollow" target="_blank">
          scikit-video
         </a>
         – Video processing routines for SciPy.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#geolocation" name="user-content-geolocation" rel="nofollow" target="_blank">
        </a>
        Geolocation
       </h2>
       <p>
        <em>
         Libraries for geocoding addresses and working with latitudes and longitudes.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.djangoproject.com/en/dev/ref/contrib/gis/" rel="nofollow" target="_blank">
          GeoDjango
         </a>
         – A world-class geographic web framework.
        </li>
        <li>
         <a href="https://github.com/geopy/geopy" rel="nofollow" target="_blank">
          geopy
         </a>
         – Python Geocoding Toolbox.
        </li>
        <li>
         <a href="https://github.com/appliedsec/pygeoip" rel="nofollow" target="_blank">
          pygeoip
         </a>
         – Pure Python GeoIP API.
        </li>
        <li>
         <a href="https://github.com/maxmind/geoip-api-python" rel="nofollow" target="_blank">
          GeoIP
         </a>
         – Python API for MaxMind GeoIP Legacy Database.
        </li>
        <li>
         <a href="https://github.com/frewsxcv/python-geojson" rel="nofollow" target="_blank">
          geojson
         </a>
         – Python bindings and utlities for GeoJSON.
        </li>
        <li>
         <a href="https://github.com/SmileyChris/django-countries" rel="nofollow" target="_blank">
          django-countries
         </a>
         – A Django app that provides country choices for use with forms, flag icons static files, and a country field for models.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#http" name="user-content-http" rel="nofollow" target="_blank">
        </a>
        HTTP
       </h2>
       <p>
        <em>
         Libraries for working with HTTP.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://docs.python-requests.org/" rel="nofollow" target="_blank">
          requests
         </a>
         – HTTP Requests for Humans™.
        </li>
        <li>
         <a href="https://github.com/shazow/urllib3" rel="nofollow" target="_blank">
          urllib3
         </a>
         – HTTP library with thread-safe connection pooling, file post support, sanity friendly, and more.
        </li>
        <li>
         <a href="https://github.com/jcgregorio/httplib2" rel="nofollow" target="_blank">
          httplib2
         </a>
         – Comprehensive HTTP client library.
        </li>
        <li>
         <a href="https://github.com/dreid/treq" rel="nofollow" target="_blank">
          treq
         </a>
         – Python requests like API built on top of Twisted’s HTTP client.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#database" name="user-content-database" rel="nofollow" target="_blank">
        </a>
        Database
       </h2>
       <p>
        <em>
         Databases implemented in Python.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.zodb.org/" rel="nofollow" target="_blank">
          ZODB
         </a>
         – A native object database for Python. A key-value and object graph database.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#database-drivers" name="user-content-database-drivers" rel="nofollow" target="_blank">
        </a>
        Database Drivers
       </h2>
       <p>
        <em>
         Libraries for connecting and operating databases.
        </em>
       </p>
       <ul>
        <li>
         Relational Databases
         <ul>
          <li>
           <a href="http://sourceforge.net/projects/mysql-python/" rel="nofollow" target="_blank">
            mysql-python
           </a>
           – The MySQL database connector for Python.
          </li>
          <li>
           <a href="https://github.com/PyMySQL/mysqlclient-python" rel="nofollow" target="_blank">
            mysqlclient
           </a>
           – mysql-python fork supporting Python 3.
          </li>
          <li>
           <a href="https://github.com/PyMySQL/PyMySQL" rel="nofollow" target="_blank">
            PyMySQL
           </a>
           – Pure Python MySQL driver compatible to mysql-python.
          </li>
          <li>
           <a href="https://pypi.python.org/pypi/mysql-connector-python" rel="nofollow" target="_blank">
            mysql-connector-python
           </a>
           – A pure Python MySQL driver from Oracle.
          </li>
          <li>
           <a href="https://pythonhosted.org/oursql/" rel="nofollow" target="_blank">
            oursql
           </a>
           – A better MySQL connector for Python with support for native prepared statements and BLOBs.
          </li>
          <li>
           <a href="http://initd.org/psycopg/" rel="nofollow" target="_blank">
            psycopg2
           </a>
           – The most popular PostgreSQL adapter for Python.
          </li>
          <li>
           <a href="http://txpostgres.readthedocs.org/" rel="nofollow" target="_blank">
            txpostgres
           </a>
           – Twisted based asynchronous driver for PostgreSQL.
          </li>
         </ul>
        </li>
        <li>
         NoSQL Databases
         <ul>
          <li>
           <a href="https://github.com/datastax/python-driver" rel="nofollow" target="_blank">
            cassandra-python-driver
           </a>
           – Python driver for Cassandra by Datastax.
          </li>
          <li>
           <a href="https://github.com/pycassa/pycassa" rel="nofollow" target="_blank">
            pycassa
           </a>
           – Python Thrift driver for Cassandra.
          </li>
          <li>
           <a href="http://docs.mongodb.org/ecosystem/drivers/python/" rel="nofollow" target="_blank">
            PyMongo
           </a>
           – The official Python client for MongoDB.
          </li>
          <li>
           <a href="https://github.com/andymccurdy/redis-py" rel="nofollow" target="_blank">
            redis-py
           </a>
           – The Redis Python Client.
          </li>
          <li>
           <a href="http://book.py2neo.org/" rel="nofollow" target="_blank">
            py2neo
           </a>
           – Python wrapper client for Neo4j’s restful interface.
          </li>
          <li>
           <a href="https://github.com/driftx/Telephus" rel="nofollow" target="_blank">
            telephus
           </a>
           – Twisted based client for Cassandra.
          </li>
          <li>
           <a href="https://github.com/deldotdr/txRedis" rel="nofollow" target="_blank">
            txRedis
           </a>
           – Twisted based client for Redis.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#orm" name="user-content-orm" rel="nofollow" target="_blank">
        </a>
        ORM
       </h2>
       <p>
        <em>
         Libraries that implement Object-Relational Mapping or datamapping techniques.
        </em>
       </p>
       <ul>
        <li>
         Relational Databases
         <ul>
          <li>
           <a href="https://docs.djangoproject.com/en/dev/topics/db/models/" rel="nofollow" target="_blank">
            Django Models
           </a>
           – A part of Django.
          </li>
          <li>
           <a href="http://www.sqlalchemy.org/" rel="nofollow" target="_blank">
            SQLAlchemy
           </a>
           – The Python SQL Toolkit and Object Relational Mapper.
          </li>
          <li>
           <a href="https://github.com/coleifer/peewee" rel="nofollow" target="_blank">
            peewee
           </a>
           – A small, expressive ORM.
          </li>
          <li>
           <a href="http://ponyorm.com/" rel="nofollow" target="_blank">
            PonyORM
           </a>
           – ORM that provides a generator-oriented interface to SQL.
          </li>
         </ul>
        </li>
        <li>
         NoSQL Databases
         <ul>
          <li>
           <a href="http://mongoengine.org/" rel="nofollow" target="_blank">
            MongoEngine
           </a>
           – A Python Object-Document-Mapper for working with MongoDB.
          </li>
          <li>
           <a href="https://github.com/django-nonrel/mongodb-engine" rel="nofollow" target="_blank">
            django-mongodb-engine
           </a>
           – Django MongoDB Backend.
          </li>
          <li>
           <a href="https://github.com/kiddouk/redisco" rel="nofollow" target="_blank">
            redisco
           </a>
           – A Python Library for Simple Models and Containers Persisted in Redis.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#web-frameworks" name="user-content-web-frameworks" rel="nofollow" target="_blank">
        </a>
        Web Frameworks
       </h2>
       <p>
        <em>
         Full stack web frameworks.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://www.djangoproject.com/" rel="nofollow" target="_blank">
          Django
         </a>
         – The most popular web framework in Python.
         <ul>
          <li>
           <a href="https://github.com/rosarior/awesome-django" rel="nofollow" target="_blank">
            awesome-django
           </a>
          </li>
         </ul>
        </li>
        <li>
         <a href="http://flask.pocoo.org/" rel="nofollow" target="_blank">
          Flask
         </a>
         – A microframework for Python.
         <ul>
          <li>
           <a href="https://github.com/humiaozuzu/awesome-flask" rel="nofollow" target="_blank">
            awesome-flask
           </a>
          </li>
         </ul>
        </li>
        <li>
         <a href="http://bottlepy.org/" rel="nofollow" target="_blank">
          Bottle
         </a>
         – A fast, simple and lightweight WSGI micro web-framework.
        </li>
        <li>
         <a href="http://www.pylonsproject.org/" rel="nofollow" target="_blank">
          Pyramid
         </a>
         – A small, fast, down-to-earth, open source Python web framework.
        </li>
        <li>
         <a href="http://www.web2py.com/" rel="nofollow" target="_blank">
          web2py
         </a>
         – A full stack web framework and platform focused in the ease of use.
        </li>
        <li>
         <a href="http://webpy.org/" rel="nofollow" target="_blank">
          web.py
         </a>
         – A web framework for Python that is as simple as it is powerful.
        </li>
        <li>
         <a href="http://www.turbogears.org/" rel="nofollow" target="_blank">
          TurboGears
         </a>
         – The Web Framework that scales with you. Starts as a microframework and scales up to a fullstack solution.
        </li>
        <li>
         <a href="http://www.cherrypy.org/" rel="nofollow" target="_blank">
          CherryPy
         </a>
         – A Minimalist Python Web Framework, HTTP/1.1-compliant and WSGI thread-pooled.
        </li>
        <li>
         <a href="http://grok.zope.org/" rel="nofollow" target="_blank">
          Grok
         </a>
         – A framework built on the existing Zope 3 libraries, offers a lot of building blocks for web development.
        </li>
        <li>
         <a href="http://bluebream.zope.org/" rel="nofollow" target="_blank">
          Bluebream
         </a>
         – An open-source web application server, framework and library, created by the Zope community and formerly known as Zope 3.
        </li>
        <li>
         <a href="https://github.com/flatpeach/guava" rel="nofollow" target="_blank">
          guava
         </a>
         – A lightweight and high performance web framework for Python written in C.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#permissions" name="user-content-permissions" rel="nofollow" target="_blank">
        </a>
        Permissions
       </h2>
       <p>
        <em>
         Libraries that allow or deny users access to data or functionality.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/lukaszb/django-guardian" rel="nofollow" target="_blank">
          django-guardian
         </a>
         – Implementation of per object permissions for Django 1.2+
        </li>
        <li>
         <a href="http://www.github.com/neuman/python-carteblanche/" rel="nofollow" target="_blank">
          Carteblanche
         </a>
         – Module to align code with thoughts of users and designers. Also magically handles navigation and permissions.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#cms" name="user-content-cms" rel="nofollow" target="_blank">
        </a>
        CMS
       </h2>
       <p>
        <em>
         Content Management Systems.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://www.django-cms.org/en/" rel="nofollow" target="_blank">
          django-cms
         </a>
         – An Open source enterprise content management system based on the Django framework.
        </li>
        <li>
         <a href="http://djedi-cms.org/" rel="nofollow" target="_blank">
          djedi-cms
         </a>
         – A lightweight but yet powerful Django content management system with plugins, inline editing and performance in mind.
        </li>
        <li>
         <a href="http://www.feincms.org/" rel="nofollow" target="_blank">
          FeinCMS
         </a>
         – One of the most advanced Content Management Systems built on Django.
        </li>
        <li>
         <a href="http://kotti.pylonsproject.org/" rel="nofollow" target="_blank">
          Kotte
         </a>
         – A high-level, Pythonic web application framework built on Pyramid.
        </li>
        <li>
         <a href="http://mezzanine.jupo.org/" rel="nofollow" target="_blank">
          Mezzanine
         </a>
         – A powerful, consistent, and flexible content management platform.
        </li>
        <li>
         <a href="http://oppsproject.org/" rel="nofollow" target="_blank">
          Opps
         </a>
         – A Django-based CMS for magazines, newspapers websites and portals with high-traffic.
        </li>
        <li>
         <a href="http://plone.org/" rel="nofollow" target="_blank">
          Plone
         </a>
         – Content Management System built on top of the open source application server Zope and the accompanying Content Management Framework.
        </li>
        <li>
         <a href="http://quokkaproject.org/" rel="nofollow" target="_blank">
          Quokka
         </a>
         – Flexible, extensible, small CMS powered by Flask and MongoDB.
        </li>
        <li>
         <a href="http://wagtail.io/" rel="nofollow" target="_blank">
          Wagtail
         </a>
         – A Django content management system.
        </li>
        <li>
         <a href="http://wid.gy/" rel="nofollow" target="_blank">
          Widgy
         </a>
         – Last CMS framework, based on Django.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#e-commerce" name="user-content-e-commerce" rel="nofollow" target="_blank">
        </a>
        E-commerce
       </h2>
       <p>
        <em>
         Frameworks and libraries for e-commerce.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://oscarcommerce.com/" rel="nofollow" target="_blank">
          django-oscar
         </a>
         – An open-source e-commerce framework for Django.
        </li>
        <li>
         <a href="https://www.django-cms.org/" rel="nofollow" target="_blank">
          django-shop
         </a>
         – A Django based shop system.
        </li>
        <li>
         <a href="https://github.com/agiliq/merchant" rel="nofollow" target="_blank">
          merchant
         </a>
         – A Django app to accept payments from various payment processors via Pluggable backends.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#restful-api" name="user-content-restful-api" rel="nofollow" target="_blank">
        </a>
        RESTful API
       </h2>
       <p>
        <em>
         Libraries for developing RESTful APIs.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://cornice.readthedocs.org/" rel="nofollow" target="_blank">
          cornice
         </a>
         – A REST framework for Pyramid.
        </li>
        <li>
         <a href="http://www.django-rest-framework.org/" rel="nofollow" target="_blank">
          django-rest-framework
         </a>
         – A powerful and flexible toolkit that makes it easy to build Web APIs.
        </li>
        <li>
         <a href="http://tastypieapi.org/" rel="nofollow" target="_blank">
          django-tastypie
         </a>
         – Creating delicious APIs for Django apps.
        </li>
        <li>
         <a href="https://github.com/5monkeys/django-formapi" rel="nofollow" target="_blank">
          django-formapi
         </a>
         – Create JSON APIs with HMAC authentication and Django form-validation.
        </li>
        <li>
         <a href="http://www.flaskapi.org/" rel="nofollow" target="_blank">
          flask-api
         </a>
         – An implementation of the same web browsable APIs that django-rest-framework provides.
        </li>
        <li>
         <a href="http://flask-restful.readthedocs.org/" rel="nofollow" target="_blank">
          flask-restful
         </a>
         – An extension for Flask that adds support for quickly building REST APIs.
        </li>
        <li>
         <a href="https://github.com/marselester/flask-api-utils" rel="nofollow" target="_blank">
          flask-api-utils
         </a>
         – Flask extension that takes care of API representation and authentication.
        </li>
        <li>
         <a href="http://falconframework.org/" rel="nofollow" target="_blank">
          falcon
         </a>
         – A high-performance Python framework for building cloud APIs and web app backends.
        </li>
        <li>
         <a href="https://github.com/nicolaiarocci/eve" rel="nofollow" target="_blank">
          eve
         </a>
         – REST API framework powered by Flask, MongoDB and good intentions.
        </li>
        <li>
         <a href="https://github.com/jeffknupp/sandman" rel="nofollow" target="_blank">
          sandman
         </a>
         – Automated REST APIs for existing database-driven systems.
        </li>
        <li>
         <a href="http://restless.readthedocs.org/en/latest/" rel="nofollow" target="_blank">
          restless
         </a>
         – Framework agnostic REST framework based on lessons learned from TastyPie.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#authentication-and-oauth" name="user-content-authentication-and-oauth" rel="nofollow" target="_blank">
        </a>
        Authentication and OAuth
       </h2>
       <p>
        <em>
         Libraries for implementing authentications schemes.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://peterhudec.github.io/authomatic/" rel="nofollow" target="_blank">
          Authomatic
         </a>
         – Simple but powerful framework agnostic authentication/authorization client package.
        </li>
        <li>
         <a href="https://github.com/idan/oauthlib" rel="nofollow" target="_blank">
          OAuthLib
         </a>
         – A generic, spec-compliant, thorough implementation of the OAuth request-signing logic.
        </li>
        <li>
         <a href="https://github.com/litl/rauth" rel="nofollow" target="_blank">
          rauth
         </a>
         – A Python library for OAuth 1.0/a, 2.0, and Ofly.
        </li>
        <li>
         <a href="https://github.com/simplegeo/python-oauth2" rel="nofollow" target="_blank">
          python-oauth2
         </a>
         – A fully tested, abstract interface to creating OAuth clients and servers.
        </li>
        <li>
         <a href="https://github.com/omab/python-social-auth" rel="nofollow" target="_blank">
          python-social-auth
         </a>
         – An easy-to-setup social authentication mechanism.
        </li>
        <li>
         <a href="https://github.com/evonove/django-oauth-toolkit" rel="nofollow" target="_blank">
          django-oauth-toolkit
         </a>
         – OAuth2 goodies for the Djangonauts.
        </li>
        <li>
         <a href="https://github.com/caffeinehit/django-oauth2-provider" rel="nofollow" target="_blank">
          django-oauth2-provider
         </a>
         – Providing OAuth2 access to Django app.
        </li>
        <li>
         <a href="https://github.com/pennersr/django-allauth" rel="nofollow" target="_blank">
          django-allauth
         </a>
         – Authentication app for Django that “just works.”
        </li>
        <li>
         <a href="https://github.com/lepture/flask-oauthlib" rel="nofollow" target="_blank">
          Flask-OAuthlib
         </a>
         – OAuth 1.0/a, 2.0 implementation of client and provider for Flask.
        </li>
        <li>
         <a href="https://github.com/demianbrecht/sanction" rel="nofollow" target="_blank">
          sanction
         </a>
         – A dead simple OAuth2 client implementation.
        </li>
        <li>
         <a href="https://github.com/demonware/jose" rel="nofollow" target="_blank">
          jose
         </a>
         – JavaScript Object Signing and Encryption (JOSE) draft implementation, useful for stateful tokens.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#template-engine" name="user-content-template-engine" rel="nofollow" target="_blank">
        </a>
        Template Engine
       </h2>
       <p>
        <em>
         Libraries and tools for templating and lexing.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/mitsuhiko/jinja2" rel="nofollow" target="_blank">
          Jinja2
         </a>
         – A modern and designer friendly templating language.
        </li>
        <li>
         <a href="http://genshi.edgewall.org/" rel="nofollow" target="_blank">
          Genshi
         </a>
         – Python templating toolkit for generation of web-aware output.
        </li>
        <li>
         <a href="http://www.makotemplates.org/" rel="nofollow" target="_blank">
          Mako
         </a>
         – Hyperfast and lightweight templating for the Python platform.
        </li>
        <li>
         <a href="https://chameleon.readthedocs.org/" rel="nofollow" target="_blank">
          Chameleon
         </a>
         – Chameleon is an HTML/XML template engine for Python. Modeled after ZPT, optimized for speed.
        </li>
        <li>
         <a href="https://code.google.com/p/spitfire/" rel="nofollow" target="_blank">
          Spitfire
         </a>
         – A very fast Python template compiler.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#queue" name="user-content-queue" rel="nofollow" target="_blank">
        </a>
        Queue
       </h2>
       <p>
        <em>
         Libraries for working with event and task queues.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.celeryproject.org/" rel="nofollow" target="_blank">
          celery
         </a>
         – An asynchronous task queue/job queue based on distributed message passing.
        </li>
        <li>
         <a href="https://github.com/coleifer/huey" rel="nofollow" target="_blank">
          huey
         </a>
         – Little multi-threaded task queue.
        </li>
        <li>
         <a href="https://github.com/pricingassistant/mrq" rel="nofollow" target="_blank">
          mrq
         </a>
         – Mr. Queue – A distributed worker task queue in Python using Redis &amp; gevent.
        </li>
        <li>
         <a href="http://python-rq.org/" rel="nofollow" target="_blank">
          rq
         </a>
         – Simple job queues for Python.
        </li>
        <li>
         <a href="https://github.com/rdegges/simpleq" rel="nofollow" target="_blank">
          simpleq
         </a>
         – A simple, infinitely scalable, Amazon SQS based queue.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#search" name="user-content-search" rel="nofollow" target="_blank">
        </a>
        Search
       </h2>
       <p>
        <em>
         Libraries and software for indexing and performing search queries on data.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/toastdriven/django-haystack" rel="nofollow" target="_blank">
          django-haystack
         </a>
         – Modular search for Django.
        </li>
        <li>
         <a href="http://www.elasticsearch.org/guide/en/elasticsearch/client/python-api/current/" rel="nofollow" target="_blank">
          elasticsearch-py
         </a>
         – The official low-level Python client for
         <a href="http://www.elasticsearch.org/" rel="nofollow" target="_blank">
          Elasticsearch
         </a>
         .
        </li>
        <li>
         <a href="https://code.google.com/p/solrpy/" rel="nofollow" target="_blank">
          solrpy
         </a>
         – A Python client for
         <a href="http://lucene.apache.org/solr/" rel="nofollow" target="_blank">
          solr
         </a>
         .
        </li>
        <li>
         <a href="http://whoosh.readthedocs.org/" rel="nofollow" target="_blank">
          Whoosh
         </a>
         – A fast, pure Python search engine library.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#news-feed" name="user-content-news-feed" rel="nofollow" target="_blank">
        </a>
        News Feed
       </h2>
       <p>
        <em>
         Libraries for building user’s activities.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/tschellenbach/Feedly" rel="nofollow" target="_blank">
          Feedly
         </a>
         – A library which allows you to build newsfeed and notification systems using Cassandra and/or Redis.
        </li>
        <li>
         <a href="https://github.com/justquick/django-activity-stream" rel="nofollow" target="_blank">
          django-activity-stream
         </a>
         – Generate generic activity streams from the actions on your site.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#asset-management" name="user-content-asset-management" rel="nofollow" target="_blank">
        </a>
        Asset Management
       </h2>
       <p>
        <em>
         Tools for managing, compressing and minifying website assets.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/django-compressor/django-compressor" rel="nofollow" target="_blank">
          django-compressor
         </a>
         – Compresses linked and inline javascript or CSS into a single cached file.
        </li>
        <li>
         <a href="https://github.com/jaysonsantos/jinja-assets-compressor" rel="nofollow" target="_blank">
          jinja-assets-compressor
         </a>
         – A Jinja extension (compatible with Flask and other frameworks) to compile and/or compress your assets.
        </li>
        <li>
         <a href="http://webassets.readthedocs.org/" rel="nofollow" target="_blank">
          webassets
         </a>
         – Bundles, optimizes, and manages unique cache-busting URLs for static resources.
        </li>
        <li>
         <a href="http://www.fanstatic.org/" rel="nofollow" target="_blank">
          fanstatic
         </a>
         – Packages, optimizes, and serves static file dependencies as Python packages.
        </li>
        <li>
         <a href="http://fileconveyor.org/" rel="nofollow" target="_blank">
          fileconveyor
         </a>
         – Monitors changes, processes, and transports assets to CDNs and file storage systems.
        </li>
        <li>
         <a href="http://code.larlet.fr/django-storages/" rel="nofollow" target="_blank">
          django-storages
         </a>
         – A collection of custom storage backends for Django.
        </li>
        <li>
         <a href="http://gluecss.com/" rel="nofollow" target="_blank">
          glue
         </a>
         – Glue is a simple command line tool to generate CSS sprites.
        </li>
        <li>
         <a href="http://hongminhee.org/libsass-python/" rel="nofollow" target="_blank">
          libsass-python
         </a>
         – A Python binding of
         <a href="https://github.com/hcatlin/libsass" rel="nofollow" target="_blank">
          libsass
         </a>
         , the reference implementation of SASS/SCSS.
        </li>
        <li>
         <a href="http://flask-assets.readthedocs.org/" rel="nofollow" target="_blank">
          Flask-Assets
         </a>
         – Helps you integrate webassets into your Flask app.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#caching" name="user-content-caching" rel="nofollow" target="_blank">
        </a>
        Caching
       </h2>
       <p>
        <em>
         Libraries for caching data.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://beaker.readthedocs.org/" rel="nofollow" target="_blank">
          Beaker
         </a>
         – A library for caching and sessions for use with web applications and stand-alone Python scripts and applications.
        </li>
        <li>
         <a href="http://dogpilecache.readthedocs.org/" rel="nofollow" target="_blank">
          dogpile.cache
         </a>
         – dogpile.cache is next generation replacement for Beaker made by same authors.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/HermesCache" rel="nofollow" target="_blank">
          HermesCache
         </a>
         – Python caching library with tag-based invalidation and dogpile effect prevention.
        </li>
        <li>
         <a href="https://github.com/jbalogh/django-cache-machine" rel="nofollow" target="_blank">
          django-cache-machine
         </a>
         – Automatic caching and invalidation for Django models through the ORM.
        </li>
        <li>
         <a href="https://github.com/Suor/django-cacheops" rel="nofollow" target="_blank">
          django-cacheops
         </a>
         – A slick ORM cache with automatic granular event-driven invalidation.
        </li>
        <li>
         <a href="https://github.com/jmoiron/johnny-cache" rel="nofollow" target="_blank">
          johnny-cache
         </a>
         – A caching framework for django applications.
        </li>
        <li>
         <a href="https://github.com/5monkeys/django-viewlet" rel="nofollow" target="_blank">
          django-viewlet
         </a>
         – Render template parts with extended cache control.
        </li>
        <li>
         <a href="https://github.com/lericson/pylibmc" rel="nofollow" target="_blank">
          pylibmc
         </a>
         – A Python wrapper around the
         <a href="http://libmemcached.org/libMemcached.html" rel="nofollow" target="_blank">
          libmemcached
         </a>
         interface.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#email" name="user-content-email" rel="nofollow" target="_blank">
        </a>
        Email
       </h2>
       <p>
        <em>
         Libraries for sending and parsing email.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/kennethreitz/inbox.py" rel="nofollow" target="_blank">
          inbox.py
         </a>
         – Python SMTP Server for Humans.
        </li>
        <li>
         <a href="https://github.com/martinrusev/imbox" rel="nofollow" target="_blank">
          imbox
         </a>
         – Python IMAP for Humans.
        </li>
        <li>
         <a href="https://github.com/inboxapp/inbox" rel="nofollow" target="_blank">
          inbox
         </a>
         – The open source email toolkit.
        </li>
        <li>
         <a href="https://github.com/zedshaw/lamson" rel="nofollow" target="_blank">
          lamson
         </a>
         – Pythonic SMTP Application Server.
        </li>
        <li>
         <a href="https://github.com/mailgun/flanker" rel="nofollow" target="_blank">
          flanker
         </a>
         – A email address and Mime parsing library.
        </li>
        <li>
         <a href="https://github.com/marrow/marrow.mailer" rel="nofollow" target="_blank">
          marrow.mailer
         </a>
         – High-performance extensible mail delivery framework.
        </li>
        <li>
         <a href="https://github.com/StreetVoice/django-celery-ses" rel="nofollow" target="_blank">
          django-celery-ses
         </a>
         – Django email backend with AWS SES and Celery.
        </li>
        <li>
         <a href="https://github.com/tonioo/modoboa" rel="nofollow" target="_blank">
          modoboa
         </a>
         – A mail hosting and management platform including a modern and simplified Web User Interface.
        </li>
        <li>
         <a href="http://tomekwojcik.github.io/envelopes/" rel="nofollow" target="_blank">
          envelopes
         </a>
         – Mailing for human beings.
        </li>
        <li>
         <a href="https://github.com/WoLpH/mailjet" rel="nofollow" target="_blank">
          mailjet
         </a>
         – Mailjet API implementation for batch mailing, statistics and more.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#internationalization" name="user-content-internationalization" rel="nofollow" target="_blank">
        </a>
        Internationalization
       </h2>
       <p>
        <em>
         Libraries for woking with i18n.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://babel.pocoo.org/" rel="nofollow" target="_blank">
          Babel
         </a>
         – An internationalization library for Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#url-manipulation" name="user-content-url-manipulation" rel="nofollow" target="_blank">
        </a>
        URL Manipulation
       </h2>
       <p>
        <em>
         Libraries for parsing URLs.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/gruns/furl" rel="nofollow" target="_blank">
          furl
         </a>
         – A small Python library that makes manipulating URLs simple.
        </li>
        <li>
         <a href="https://github.com/codeinthehole/purl" rel="nofollow" target="_blank">
          purl
         </a>
         – A simple, immutable URL class with a clean API for interrogation and manipulation.
        </li>
        <li>
         <a href="https://github.com/ellisonleao/pyshorteners" rel="nofollow" target="_blank">
          pyshorteners
         </a>
         – A pure Python URL shortening lib.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#html-manipulation" name="user-content-html-manipulation" rel="nofollow" target="_blank">
        </a>
        HTML Manipulation
       </h2>
       <p>
        <em>
         Libraries for working with HTML and XML.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.crummy.com/software/BeautifulSoup/bs4/doc/" rel="nofollow" target="_blank">
          BeautifulSoup
         </a>
         – Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
        </li>
        <li>
         <a href="http://lxml.de/" rel="nofollow" target="_blank">
          lxml
         </a>
         – A very fast, easy-to-use and versatile library for handling HTML and XML.
        </li>
        <li>
         <a href="https://github.com/html5lib/html5lib-python" rel="nofollow" target="_blank">
          html5lib
         </a>
         – A standards-compliant library for parsing and serializing HTML documents and fragments.
        </li>
        <li>
         <a href="https://github.com/gawel/pyquery" rel="nofollow" target="_blank">
          pyquery
         </a>
         – A jQuery-like library for parsing HTML.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/cssutils/" rel="nofollow" target="_blank">
          cssutils
         </a>
         – A CSS library for Python.
        </li>
        <li>
         <a href="https://github.com/mitsuhiko/markupsafe" rel="nofollow" target="_blank">
          MarkupSafe
         </a>
         – Implements a XML/HTML/XHTML Markup safe string for Python.
        </li>
        <li>
         <a href="http://bleach.readthedocs.org/" rel="nofollow" target="_blank">
          bleach
         </a>
         – A whitelist-based HTML sanitization and text linkification library.
        </li>
        <li>
         <a href="https://github.com/martinblech/xmltodict" rel="nofollow" target="_blank">
          xmltodict
         </a>
         – Working with XML feel like you are working with JSON.
        </li>
        <li>
         <a href="https://github.com/chrisglass/xhtml2pdf" rel="nofollow" target="_blank">
          xhtml2pdf
         </a>
         – HTML/CSS to PDF converter.
        </li>
        <li>
         <a href="https://github.com/stchris/untangle" rel="nofollow" target="_blank">
          untangle
         </a>
         – Converts XML documents to Python objects for easy access.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#web-crawling" name="user-content-web-crawling" rel="nofollow" target="_blank">
        </a>
        Web Crawling
       </h2>
       <p>
        <em>
         Libraries for scraping websites.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://scrapy.org/" rel="nofollow" target="_blank">
          Scrapy
         </a>
         – A fast high-level screen scraping and web crawling framework.
        </li>
        <li>
         <a href="https://github.com/scrapinghub/portia" rel="nofollow" target="_blank">
          portia
         </a>
         – Visual scraping for Scrapy.
        </li>
        <li>
         <a href="http://pythonhosted.org/feedparser/" rel="nofollow" target="_blank">
          feedparser
         </a>
         – Universal feed parser.
        </li>
        <li>
         <a href="https://github.com/jmcarp/robobrowser" rel="nofollow" target="_blank">
          RoboBrowser
         </a>
         – A simple, Pythonic library for browsing the web without a standalone web browser.
        </li>
        <li>
         <a href="https://github.com/hickford/MechanicalSoup" rel="nofollow" target="_blank">
          MechanicalSoup
         </a>
         – A Python library for automating interaction with websites.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#web-content-extracting" name="user-content-web-content-extracting" rel="nofollow" target="_blank">
        </a>
        Web Content Extracting
       </h2>
       <p>
        <em>
         Libraries for extracting web contents.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/codelucas/newspaper" rel="nofollow" target="_blank">
          newspaper
         </a>
         – News extraction, article extraction and content curation in Python.
        </li>
        <li>
         <a href="https://github.com/aaronsw/html2text" rel="nofollow" target="_blank">
          html2text
         </a>
         – Convert HTML to Markdown-formatted text.
        </li>
        <li>
         <a href="https://github.com/grangier/python-goose" rel="nofollow" target="_blank">
          python-goose
         </a>
         – HTML Content/Article Extractor.
        </li>
        <li>
         <a href="https://github.com/michaelhelmick/lassie" rel="nofollow" target="_blank">
          lassie
         </a>
         – Web Content Retrieval for Humans.
        </li>
        <li>
         <a href="https://github.com/coleifer/micawber" rel="nofollow" target="_blank">
          micawber
         </a>
         – A small library for extracting rich content from URLs.
        </li>
        <li>
         <a href="https://github.com/miso-belica/sumy" rel="nofollow" target="_blank">
          sumy
         </a>
         – A module for automatic summarization of text documents and HTML pages.
        </li>
        <li>
         <a href="https://github.com/vinta/Haul" rel="nofollow" target="_blank">
          Haul
         </a>
         – An Extensible Image Crawler.
        </li>
        <li>
         <a href="https://github.com/buriy/python-readability" rel="nofollow" target="_blank">
          python-readability
         </a>
         – Fast Python port of arc90’s readability tool.
        </li>
        <li>
         <a href="https://github.com/erikriver/opengraph" rel="nofollow" target="_blank">
          opengraph
         </a>
         – A Python module to parse the Open Graph Protocol
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#forms" name="user-content-forms" rel="nofollow" target="_blank">
        </a>
        Forms
       </h2>
       <p>
        <em>
         Libraries for working with forms.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://wtforms.readthedocs.org/" rel="nofollow" target="_blank">
          WTForms
         </a>
         – A flexible forms validation and rendering library.
        </li>
        <li>
         <a href="http://wtforms-json.readthedocs.org/" rel="nofollow" target="_blank">
          WTForms-JSON
         </a>
         – A WTForms extension for JSON data handling.
        </li>
        <li>
         <a href="http://deform.readthedocs.org/" rel="nofollow" target="_blank">
          Deform
         </a>
         – Python HTML form generation library influenced by the formish form generation library.
        </li>
        <li>
         <a href="https://github.com/dyve/django-bootstrap3" rel="nofollow" target="_blank">
          django-bootstrap3
         </a>
         – Bootstrap 3 integration with Django.
        </li>
        <li>
         <a href="http://django-crispy-forms.readthedocs.org/" rel="nofollow" target="_blank">
          django-crispy-forms
         </a>
         – A Django app which lets you create beautiful forms in a very elegant and DRY way.
        </li>
        <li>
         <a href="https://github.com/WiserTogether/django-remote-forms" rel="nofollow" target="_blank">
          django-remote-forms
         </a>
         – A platform independent Django form serializer.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#data-validation" name="user-content-data-validation" rel="nofollow" target="_blank">
        </a>
        Data Validation
       </h2>
       <p>
        <em>
         Libraries for validating data. Used for forms in many cases.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/alecthomas/voluptuous" rel="nofollow" target="_blank">
          voluptuous
         </a>
         – A Python data validation library. It is primarily intended for validating data coming into Python as JSON, YAML, etc.
        </li>
        <li>
         <a href="http://docs.pylonsproject.org/projects/colander/" rel="nofollow" target="_blank">
          colander
         </a>
         – A system for validating and deserializing data obtained via XML, JSON, an HTML form post or any other equally simple data serialization.
        </li>
        <li>
         <a href="https://github.com/halst/schema" rel="nofollow" target="_blank">
          schema
         </a>
         – A library for validating Python data structures.
        </li>
        <li>
         <a href="https://github.com/schematics/schematics" rel="nofollow" target="_blank">
          Schematics
         </a>
         – Data Structure Validation.
        </li>
        <li>
         <a href="https://github.com/ambitioninc/kmatch" rel="nofollow" target="_blank">
          kmatch
         </a>
         – A language for matching/validating/filtering Python dictionaries.
        </li>
        <li>
         <a href="https://github.com/podio/valideer" rel="nofollow" target="_blank">
          valideer
         </a>
         – Lightweight extensible data validation and adaptation library.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#anti-spam" name="user-content-anti-spam" rel="nofollow" target="_blank">
        </a>
        Anti-spam
       </h2>
       <p>
        <em>
         Libraries for fighting spam.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/phalt/stopspam" rel="nofollow" target="_blank">
          Stopspam
         </a>
         – Intelligent spam detection for Python.
        </li>
        <li>
         <a href="https://github.com/moqada/django-simple-spam-blocker" rel="nofollow" target="_blank">
          django-simple-spam-blocker
         </a>
         – Simple spam blocker for Django.
        </li>
        <li>
         <a href="https://github.com/mbi/django-simple-captcha" rel="nofollow" target="_blank">
          django-simple-captcha
         </a>
         – A simple and highly customizable Django app to add captcha images to any Django form.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#tagging" name="user-content-tagging" rel="nofollow" target="_blank">
        </a>
        Tagging
       </h2>
       <p>
        <em>
         Libraries for tagging items.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/alex/django-taggit" rel="nofollow" target="_blank">
          django-taggit
         </a>
         – Simple tagging for Django.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#admin-panels" name="user-content-admin-panels" rel="nofollow" target="_blank">
        </a>
        Admin Panels
       </h2>
       <p>
        <em>
         Libraries for administrative interfaces.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/Eugeny/ajenti" rel="nofollow" target="_blank">
          Ajenti
         </a>
         – The admin panel your servers deserve.
        </li>
        <li>
         <a href="http://grappelliproject.com/" rel="nofollow" target="_blank">
          Grappelli
         </a>
         – A jazzy skin for the Django Admin-Interface.
        </li>
        <li>
         <a href="http://djangosuit.com/" rel="nofollow" target="_blank">
          django-suit
         </a>
         – Alternative Django Admin-Interface (free only for Non-commercial use).
        </li>
        <li>
         <a href="https://github.com/sshwsfc/django-xadmin" rel="nofollow" target="_blank">
          django-xadmin
         </a>
         – Drop-in replacement of Django admin comes with lots of goodies.
        </li>
        <li>
         <a href="https://github.com/mrjoes/flask-admin" rel="nofollow" target="_blank">
          flask-admin
         </a>
         – Simple and extensible administrative interface framework for Flask.
        </li>
        <li>
         <a href="https://github.com/mher/flower" rel="nofollow" target="_blank">
          flower
         </a>
         – Real-time monitor and web admin for Celery.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#static-site-generator" name="user-content-static-site-generator" rel="nofollow" target="_blank">
        </a>
        Static Site Generator
       </h2>
       <p>
        <em>
         Static site generator is a software that takes some text + templates as input and produces html files on the output.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://blog.getpelican.com/" rel="nofollow" target="_blank">
          Pelican
         </a>
         – Uses Markdown or ReST for content and Jinja 2 for themes. Supports DVCS, Disqus. AGPL.
        </li>
        <li>
         <a href="http://github.com/koenbok/Cactus/" rel="nofollow" target="_blank">
          Cactus
         </a>
         – Static site generator for designers.
        </li>
        <li>
         <a href="https://hyde.github.com/" rel="nofollow" target="_blank">
          Hyde
         </a>
         – Jinja2-based static web site generator.
        </li>
        <li>
         <a href="http://www.getnikola.com/" rel="nofollow" target="_blank">
          Nikola
         </a>
         – A static website and blog generator.
        </li>
        <li>
         <a href="http://tags.brace.io/" rel="nofollow" target="_blank">
          Tags
         </a>
         – The simplest static site generator.
        </li>
        <li>
         <a href="http://tinkerer.me/" rel="nofollow" target="_blank">
          Tinkerer
         </a>
         – Tinkerer is a blogging engine/.static website generator powered by Sphinx.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#processes-and-threads" name="user-content-processes-and-threads" rel="nofollow" target="_blank">
        </a>
        Processes and Threads
       </h2>
       <p>
        <em>
         Libraries for woking with processes or threads
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/multiprocessing.html" rel="nofollow" target="_blank">
          multiprocessing
         </a>
         – (Python standard library) Process-based “threading” interface.
        </li>
        <li>
         <a href="https://docs.python.org/2/library/threading.html" rel="nofollow" target="_blank">
          threading
         </a>
         – (Python standard library) Higher-level threading interface.
        </li>
        <li>
         <a href="https://github.com/kennethreitz/envoy" rel="nofollow" target="_blank">
          envoy
         </a>
         – Python Subprocesses for Humans™.
        </li>
        <li>
         <a href="https://github.com/amoffat/sh" rel="nofollow" target="_blank">
          sh
         </a>
         – A full-fledged
         <a href="https://docs.python.org/2/library/subprocess.html" rel="nofollow" target="_blank">
          subprocess
         </a>
         replacement for Python.
        </li>
        <li>
         <a href="http://sarge.readthedocs.org/" rel="nofollow" target="_blank">
          sarge
         </a>
         – A wrapper for subprocess.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#concurrency-and-networking" name="user-content-concurrency-and-networking" rel="nofollow" target="_blank">
        </a>
        Concurrency and Networking
       </h2>
       <p>
        <em>
         Libraries for concurrency and network programming.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/3/library/asyncio.html" rel="nofollow" target="_blank">
          asyncio
         </a>
         – (Python standard library in Python 3.4+) Asynchronous I/O, event loop, coroutines and tasks.
        </li>
        <li>
         <a href="http://www.gevent.org/" rel="nofollow" target="_blank">
          gevent
         </a>
         – A coroutine-based Python networking library that uses
         <a href="https://github.com/python-greenlet/greenlet" rel="nofollow" target="_blank">
          greenlet
         </a>
         .
        </li>
        <li>
         <a href="https://twistedmatrix.com/trac/" rel="nofollow" target="_blank">
          Twisted
         </a>
         – An event-driven networking engine.
        </li>
        <li>
         <a href="http://www.tornadoweb.org/" rel="nofollow" target="_blank">
          Tornado
         </a>
         – A Web framework and asynchronous networking library.
        </li>
        <li>
         <a href="https://github.com/quantmind/pulsar" rel="nofollow" target="_blank">
          pulsar
         </a>
         – Event-driven concurrent framework for Python.
        </li>
        <li>
         <a href="https://github.com/jamwt/diesel" rel="nofollow" target="_blank">
          diesel
         </a>
         – Greenlet-based event I/O Framework for Python.
        </li>
        <li>
         <a href="http://eventlet.net/" rel="nofollow" target="_blank">
          eventlet
         </a>
         – Asynchronous framework with WSGI support.
        </li>
        <li>
         <a href="http://zeromq.github.io/pyzmq/" rel="nofollow" target="_blank">
          pyzmq
         </a>
         – A Python wrapper for the 0MQ message library.
        </li>
        <li>
         <a href="https://github.com/smira/txZMQ" rel="nofollow" target="_blank">
          txZMQ
         </a>
         – Twisted based wrapper for the 0MQ message library.
        </li>
        <li>
         <a href="http://crossbar.io/" rel="nofollow" target="_blank">
          Crossbar
         </a>
         – Open-source Unified Application Router (Websocket &amp; WAMP for Python on Autobahn).
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#websocket" name="user-content-websocket" rel="nofollow" target="_blank">
        </a>
        WebSocket
       </h2>
       <p>
        <em>
         Libraries for woking with WebSocket.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/tavendo/AutobahnPython" rel="nofollow" target="_blank">
          AutobahnPython
         </a>
         – WebSocket &amp; WAMP for Python on Twisted and
         <a href="https://docs.python.org/3/library/asyncio.html" rel="nofollow" target="_blank">
          asyncio
         </a>
         .
        </li>
        <li>
         <a href="https://github.com/Lawouach/WebSocket-for-Python" rel="nofollow" target="_blank">
          WebSocket-for-Python
         </a>
         – WebSocket client and server library for Python 2 and 3 as well as PyPy.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#wsgi-servers" name="user-content-wsgi-servers" rel="nofollow" target="_blank">
        </a>
        WSGI Servers
       </h2>
       <p>
        <em>
         WSGI-compatible web servers.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://docs.python.org/library/wsgiref.html" rel="nofollow" target="_blank">
          wsgiref
         </a>
         – (Python standard library) WSGI reference implementation, single-threaded.
        </li>
        <li>
         <a href="http://werkzeug.pocoo.org/" rel="nofollow" target="_blank">
          Werkzeug
         </a>
         – A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
        </li>
        <li>
         <a href="http://pythonpaste.org/" rel="nofollow" target="_blank">
          paste
         </a>
         – Multi-threaded, stable, tried and tested.
        </li>
        <li>
         <a href="http://pypi.python.org/pypi/rocket" rel="nofollow" target="_blank">
          rocket
         </a>
         – Multi-threaded.
        </li>
        <li>
         <a href="https://waitress.readthedocs.org/" rel="nofollow" target="_blank">
          waitress
         </a>
         – Multi-threaded, poweres Pyramid.
        </li>
        <li>
         <a href="https://github.com/hivesolutions/netius" rel="nofollow" target="_blank">
          netius
         </a>
         – Asynchronous, very fast.
        </li>
        <li>
         <a href="http://pypi.python.org/pypi/gunicorn" rel="nofollow" target="_blank">
          gunicorn
         </a>
         – Pre-forked, partly written in C.
        </li>
        <li>
         <a href="http://www.fapws.org/" rel="nofollow" target="_blank">
          fapws3
         </a>
         – Asynchronous (network side only), written in C.
        </li>
        <li>
         <a href="http://pypi.python.org/pypi/meinheld" rel="nofollow" target="_blank">
          meinheld
         </a>
         – Asynchronous, partly written in C.
        </li>
        <li>
         <a href="http://pypi.python.org/pypi/bjoern" rel="nofollow" target="_blank">
          bjoern
         </a>
         – Asynchronous, very fast and written in C.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#rpc-servers" name="user-content-rpc-servers" rel="nofollow" target="_blank">
        </a>
        RPC Servers
       </h2>
       <p>
        <em>
         RPC-compatible servers.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/simplexmlrpcserver.html" rel="nofollow" target="_blank">
          SimpleXMLRPCServer
         </a>
         – (Python standard library) Simple XML-RPC server implementation, single-threaded.
        </li>
        <li>
         <a href="https://github.com/joshmarshall/jsonrpclib/" rel="nofollow" target="_blank">
          SimpleJSONRPCServer
         </a>
         – This library is an implementation of the JSON-RPC specification.
        </li>
        <li>
         <a href="https://github.com/dotcloud/zerorpc-python" rel="nofollow" target="_blank">
          zeroRPC
         </a>
         – zerorpc is a flexible RPC implementation based on
         <a href="http://zeromq.org/" rel="nofollow" target="_blank">
          ZeroMQ
         </a>
         and
         <a href="http://msgpack.org/" rel="nofollow" target="_blank">
          MessagePack
         </a>
         .
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#cryptography" name="user-content-cryptography" rel="nofollow" target="_blank">
        </a>
        Cryptography
       </h2>
       <ul>
        <li>
         <a href="https://www.dlitz.net/software/pycrypto/" rel="nofollow" target="_blank">
          PyCrypto
         </a>
         – The Python Cryptography Toolkit.
        </li>
        <li>
         <a href="http://www.paramiko.org/" rel="nofollow" target="_blank">
          Paramiko
         </a>
         – A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.
        </li>
        <li>
         <a href="https://cryptography.io/" rel="nofollow" target="_blank">
          cryptography
         </a>
         – A package designed to expose cryptographic primitives and recipes to Python developers.
        </li>
        <li>
         <a href="https://github.com/davidaurelio/hashids-python" rel="nofollow" target="_blank">
          hashids
         </a>
         – Implementation of
         <a href="http://hashids.org/" rel="nofollow" target="_blank">
          hashids
         </a>
         in Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#gui" name="user-content-gui" rel="nofollow" target="_blank">
        </a>
        GUI
       </h2>
       <p>
        <em>
         Libraries for working with graphical user interface applications.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.riverbankcomputing.co.uk/software/pyqt/intro" rel="nofollow" target="_blank">
          PyQt
         </a>
         – Python bindings for the
         <a href="http://qt-project.org/" rel="nofollow" target="_blank">
          Qt
         </a>
         cross-platform application and UI framework, with support for both Qt v4 and Qt v5 frameworks.
        </li>
        <li>
         <a href="http://qt-project.org/wiki/pyside" rel="nofollow" target="_blank">
          PySide
         </a>
         – Python bindings for the
         <a href="http://qt-project.org/" rel="nofollow" target="_blank">
          Qt
         </a>
         cross-platform application and UI framework, supporting the Qt v4 framework.
        </li>
        <li>
         <a href="http://wxpython.org/" rel="nofollow" target="_blank">
          wxPython
         </a>
         – A blending of the wxWidgets C++ class library with the Python.
        </li>
        <li>
         <a href="http://kivy.org/" rel="nofollow" target="_blank">
          kivy
         </a>
         – A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
        </li>
        <li>
         <a href="https://docs.python.org/2/library/curses.html#module-curses" rel="nofollow" target="_blank">
          curses
         </a>
         – Built-in wrapper for
         <a href="http://www.gnu.org/software/ncurses/" rel="nofollow" target="_blank">
          ncurses
         </a>
         used to create terminal GUI applications.
        </li>
        <li>
         <a href="http://urwid.org/" rel="nofollow" target="_blank">
          urwid
         </a>
         – A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
        </li>
        <li>
         <a href="http://www.pyglet.org/" rel="nofollow" target="_blank">
          pyglet
         </a>
         – A cross-platform windowing and multimedia library for Python.
        </li>
        <li>
         <a href="https://wiki.python.org/moin/TkInter" rel="nofollow" target="_blank">
          Tkinter
         </a>
         – Tkinter is Python’s de-facto standard GUI package.
        </li>
        <li>
         <a href="https://github.com/nucleic/enaml" rel="nofollow" target="_blank">
          enaml
         </a>
         – Create beautiful user-interfaces with Declaratic Syntax like QML
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#game-development" name="user-content-game-development" rel="nofollow" target="_blank">
        </a>
        Game Development
       </h2>
       <p>
        <em>
         Awesome game development libraries.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.pygame.org/news.html" rel="nofollow" target="_blank">
          Pygame
         </a>
         – Pygame is a set of Python modules designed for writing games.
        </li>
        <li>
         <a href="http://cocos2d.org/" rel="nofollow" target="_blank">
          Cocos2d
         </a>
         – cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.
        </li>
        <li>
         <a href="http://pysdl2.readthedocs.org/" rel="nofollow" target="_blank">
          PySDL2
         </a>
         – A ctypes based wrapper for the SDL2 library.
        </li>
        <li>
         <a href="https://www.panda3d.org/" rel="nofollow" target="_blank">
          Panda3D
         </a>
         – 3D game engine developed by Disney and maintained by Carnegie Mellon’s Entertainment Technology Center. Written in C++, completely wrapped in Python.
        </li>
        <li>
         <a href="http://www.ogre3d.org/tikiwiki/PyOgre" rel="nofollow" target="_blank">
          PyOgre
         </a>
         – Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
        </li>
        <li>
         <a href="http://pyopengl.sourceforge.net/" rel="nofollow" target="_blank">
          PyOpenGL
         </a>
         – Python ctypes bindings for OpenGL and it’s related APIs.
        </li>
        <li>
         <a href="http://www.python-sfml.org/" rel="nofollow" target="_blank">
          PySFML
         </a>
         – Python bindings for
         <a href="http://www.sfml-dev.org/" rel="nofollow" target="_blank">
          SFML
         </a>
        </li>
        <li>
         <a href="http://www.renpy.org/" rel="nofollow" target="_blank">
          RenPy
         </a>
         – A Visual Novel engine.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#logging" name="user-content-logging" rel="nofollow" target="_blank">
        </a>
        Logging
       </h2>
       <p>
        <em>
         Libraries for generating and working with log files.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/logging.html" rel="nofollow" target="_blank">
          logging
         </a>
         – (Python standard library) Logging facility for Python.
        </li>
        <li>
         <a href="http://pythonhosted.org/Logbook/" rel="nofollow" target="_blank">
          logbook
         </a>
         – Logging replacement for Python.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/sentry" rel="nofollow" target="_blank">
          Sentry
         </a>
         – A realtime logging and aggregation server.
        </li>
        <li>
         <a href="http://raven.readthedocs.org/" rel="nofollow" target="_blank">
          Raven
         </a>
         – The Python client for Sentry.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#testing" name="user-content-testing" rel="nofollow" target="_blank">
        </a>
        Testing
       </h2>
       <p>
        <em>
         Libraries for testing codebases and generating test data.
        </em>
       </p>
       <ul>
        <li>
         Testing Frameworks
         <ul>
          <li>
           <a href="https://docs.python.org/2/library/unittest.html" rel="nofollow" target="_blank">
            unittest
           </a>
           – (Python standard library) Unit testing framework.
          </li>
          <li>
           <a href="https://nose.readthedocs.org/" rel="nofollow" target="_blank">
            nose
           </a>
           – nose extends unittest.
          </li>
          <li>
           <a href="http://pytest.org/" rel="nofollow" target="_blank">
            pytest
           </a>
           – A mature full-featured Python testing tool.
          </li>
          <li>
           <a href="https://nestorsalceda.github.io/mamba" rel="nofollow" target="_blank">
            mamba
           </a>
           – The definitive testing tool for Python. Born under the banner of BDD.
          </li>
          <li>
           <a href="https://github.com/benjamin-hodgson/Contexts" rel="nofollow" target="_blank">
            contexts
           </a>
           – A modern and flexible BDD framework for Python 3.3 and above, inspired by C#’s
           <code>
            Machine.Specifications
           </code>
           .
          </li>
          <li>
           <a href="https://github.com/drslump/pyshould" rel="nofollow" target="_blank">
            pyshould
           </a>
           – Should style asserts based on
           <a href="https://github.com/hamcrest/PyHamcrest" rel="nofollow" target="_blank">
            PyHamcrest
           </a>
           .
          </li>
         </ul>
        </li>
        <li>
         Mock
         <ul>
          <li>
           <a href="https://pypi.python.org/pypi/mock" rel="nofollow" target="_blank">
            mock
           </a>
           – A Python Mocking and Patching Library for Testing.
          </li>
          <li>
           <a href="https://github.com/dropbox/responses" rel="nofollow" target="_blank">
            responses
           </a>
           – A utility library for mocking out the requests Python library.
          </li>
          <li>
           <a href="https://pypi.python.org/pypi/doublex" rel="nofollow" target="_blank">
            doublex
           </a>
           – Powerful test doubles framework for Python.
          </li>
          <li>
           <a href="https://github.com/spulec/freezegun" rel="nofollow" target="_blank">
            freezegun
           </a>
           – Travel through time by mocking the datetime module.
          </li>
          <li>
           <a href="http://falcao.it/HTTPretty/" rel="nofollow" target="_blank">
            httpretty
           </a>
           – HTTP request mock tool for Python.
          </li>
         </ul>
        </li>
        <li>
         Fake Data
         <ul>
          <li>
           <a href="http://www.joke2k.net/faker/" rel="nofollow" target="_blank">
            faker
           </a>
           – A Python package that generates fake data.
          </li>
          <li>
           <a href="https://mixer.readthedocs.org/" rel="nofollow" target="_blank">
            mixer
           </a>
           – Generating fake data and creating random fixtures for testing in Django ORM, SQLAlchemy, Peewee, MongoEngine, Pony ORM and etc.
          </li>
          <li>
           <a href="https://model-mommy.readthedocs.org/" rel="nofollow" target="_blank">
            model_mommy
           </a>
           – Creating random fixtures for testing in Django.
          </li>
         </ul>
        </li>
        <li>
         Code Coverage
         <ul>
          <li>
           <a href="https://pypi.python.org/pypi/coverage" rel="nofollow" target="_blank">
            coverage
           </a>
           – Code coverage measurement.
          </li>
         </ul>
        </li>
        <li>
         Load Testing
         <ul>
          <li>
           <a href="https://github.com/locustio/locust" rel="nofollow" target="_blank">
            locust
           </a>
           – Scalable user load testing tool written in Python.
          </li>
         </ul>
        </li>
        <li>
         Error Handler
         <ul>
          <li>
           <a href="https://github.com/ajalt/fuckitpy" rel="nofollow" target="_blank">
            FuckIt.py
           </a>
           – FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#code-analysis-and-linter" name="user-content-code-analysis-and-linter" rel="nofollow" target="_blank">
        </a>
        Code Analysis and Linter
       </h2>
       <p>
        <em>
         Libraries and tools for analysing, parsing and manipulation codebases.
        </em>
       </p>
       <ul>
        <li>
         Code Analysis
         <ul>
          <li>
           <a href="https://github.com/yinwang0/pysonar2" rel="nofollow" target="_blank">
            pysonar2
           </a>
           – A type inferencer and indexer for Python.
          </li>
          <li>
           <a href="https://github.com/gak/pycallgraph" rel="nofollow" target="_blank">
            pycallgraph
           </a>
           – A library that visualises the flow (call graph) of your Python application.
          </li>
          <li>
           <a href="https://github.com/scottrogowski/code2flow" rel="nofollow" target="_blank">
            code2flow
           </a>
           – Turn your Python and JavaScript code into DOT flowcharts.
          </li>
         </ul>
        </li>
        <li>
         Linter
         <ul>
          <li>
           <a href="https://pypi.python.org/pypi/flake8" rel="nofollow" target="_blank">
            Flake8
           </a>
           – The modular source code checker: pep8, pyflakes and co.
          </li>
          <li>
           <a href="https://pylama.readthedocs.org/" rel="nofollow" target="_blank">
            pylama
           </a>
           – Code audit tool for Python and JavaScript.
          </li>
          <li>
           <a href="http://www.pylint.org/" rel="nofollow" target="_blank">
            Pylint
           </a>
           – A source code analyzer.
          </li>
         </ul>
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#debugging-tools" name="user-content-debugging-tools" rel="nofollow" target="_blank">
        </a>
        Debugging Tools
       </h2>
       <p>
        <em>
         Libraries for debugging code.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/pdb.html" rel="nofollow" target="_blank">
          pdb
         </a>
         – (Python standard library) The Python Debugger.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/ipdb" rel="nofollow" target="_blank">
          ipdb
         </a>
         – IPython-enabled pdb.
        </li>
        <li>
         <a href="http://winpdb.org/" rel="nofollow" target="_blank">
          winpdb
         </a>
         – A Platform Independent Python Debugger with GUI.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/pudb" rel="nofollow" target="_blank">
          pudb
         </a>
         – A full-screen, console-based Python debugger.
        </li>
        <li>
         <a href="https://github.com/google/pyringe" rel="nofollow" target="_blank">
          pyringe
         </a>
         – Debugger capable of attaching to and injecting code into Python processes.
        </li>
        <li>
         <a href="https://github.com/fabianp/memory_profiler" rel="nofollow" target="_blank">
          memory_profiler
         </a>
         – Monitor Memory usage of Python code.
        </li>
        <li>
         <a href="https://github.com/django-debug-toolbar/django-debug-toolbar" rel="nofollow" target="_blank">
          django-debug-toolbar
         </a>
         – Display various debug information about the current request/response.
        </li>
        <li>
         <a href="https://github.com/dcramer/django-devserver" rel="nofollow" target="_blank">
          django-devserver
         </a>
         – A drop-in replacement for Django’s runserver.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#science-and-data-analysis" name="user-content-science-and-data-analysis" rel="nofollow" target="_blank">
        </a>
        Science and Data Analysis
       </h2>
       <p>
        <em>
         Libraries for scientific computing and data analyzing.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.scipy.org/" rel="nofollow" target="_blank">
          SciPy
         </a>
         – A Python-based ecosystem of open-source software for mathematics, science, and engineering.
        </li>
        <li>
         <a href="http://www.numpy.org/" rel="nofollow" target="_blank">
          NumPy
         </a>
         – A fundamental package for scientific computing with Python.
        </li>
        <li>
         <a href="http://numba.pydata.org/" rel="nofollow" target="_blank">
          Numba
         </a>
         – Python JIT (just in time) complier to LLVM aimed at scientific Python by the developers of Cython and NumPy.
        </li>
        <li>
         <a href="https://networkx.github.io/" rel="nofollow" target="_blank">
          NetworkX
         </a>
         – A high-productivity software for complex networks.
        </li>
        <li>
         <a href="http://pandas.pydata.org/" rel="nofollow" target="_blank">
          Pandas
         </a>
         – A library providing high-performance, easy-to-use data structures and data analysis tools.
        </li>
        <li>
         <a href="https://github.com/avelino/mining" rel="nofollow" target="_blank">
          Open Mining
         </a>
         – Business Intelligence (BI) in Python (Pandas web interface)
        </li>
        <li>
         <a href="https://github.com/pymc-devs/pymc" rel="nofollow" target="_blank">
          PyMC
         </a>
         – Markov Chain Monte Carlo sampling toolkit.
        </li>
        <li>
         <a href="https://github.com/quantopian/zipline" rel="nofollow" target="_blank">
          zipline
         </a>
         – A Pythonic algorithmic trading library.
        </li>
        <li>
         <a href="https://pydy.org/" rel="nofollow" target="_blank">
          PyDy
         </a>
         – Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion based around NumPy, SciPy, IPython, and matplotlib.
        </li>
        <li>
         <a href="https://github.com/sympy/sympy" rel="nofollow" target="_blank">
          SymPy
         </a>
         – A Python library for symbolic mathematics.
        </li>
        <li>
         <a href="https://github.com/statsmodels/statsmodels" rel="nofollow" target="_blank">
          statsmodels
         </a>
         – Statistical modeling and econometrics in Python.
        </li>
        <li>
         <a href="http://www.astropy.org/" rel="nofollow" target="_blank">
          astropy
         </a>
         – A community Python library for Astronomy.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#data-visualization" name="user-content-data-visualization" rel="nofollow" target="_blank">
        </a>
        Data Visualization
       </h2>
       <p>
        <em>
         Libraries for visualizing data. See:
         <a href="https://github.com/sorrycc/awesome-javascript#data-visualization" rel="nofollow" target="_blank">
          awesome-javascript’s Data Visualization section
         </a>
         .
        </em>
       </p>
       <ul>
        <li>
         <a href="http://matplotlib.org/" rel="nofollow" target="_blank">
          matplotlib
         </a>
         – A Python 2D plotting library.
        </li>
        <li>
         <a href="https://github.com/ContinuumIO/bokeh" rel="nofollow" target="_blank">
          bokeh
         </a>
         – Interactive Web Plotting for Python.
        </li>
        <li>
         <a href="https://plot.ly/python" rel="nofollow" target="_blank">
          plotly
         </a>
         – Collaborative web plotting for Python and matplotlib.
        </li>
        <li>
         <a href="https://github.com/wrobstory/vincent" rel="nofollow" target="_blank">
          vincent
         </a>
         – A Python to Vega translator.
        </li>
        <li>
         <a href="https://github.com/mikedewar/d3py" rel="nofollow" target="_blank">
          d3py
         </a>
         – A plottling library for Python, based on
         <a href="http://d3js.org/" rel="nofollow" target="_blank">
          D3.js
         </a>
         .
        </li>
        <li>
         <a href="https://github.com/yhat/ggplot" rel="nofollow" target="_blank">
          ggplot
         </a>
         – Same API as ggplot2 for R.
        </li>
        <li>
         <a href="https://github.com/kartograph/kartograph.py" rel="nofollow" target="_blank">
          Kartograph.py
         </a>
         – Rendering beautiful SVG maps in Python.
        </li>
        <li>
         <a href="http://pygal.org/" rel="nofollow" target="_blank">
          pygal
         </a>
         – A Python SVG Charts Creator.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#computer-vision" name="user-content-computer-vision" rel="nofollow" target="_blank">
        </a>
        Computer Vision
       </h2>
       <p>
        <em>
         Libraries for computer vision.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://opencv.org/" rel="nofollow" target="_blank">
          OpenCV
         </a>
         – Open Source Computer Vision Library.
        </li>
        <li>
         <a href="http://simplecv.org/" rel="nofollow" target="_blank">
          SimpleCV
         </a>
         – An open source framework for building computer vision applications.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#machine-learning" name="user-content-machine-learning" rel="nofollow" target="_blank">
        </a>
        Machine Learning
       </h2>
       <p>
        <em>
         Libraries for Machine Learning. See:
         <a href="https://github.com/josephmisiti/awesome-machine-learning#python" rel="nofollow" target="_blank">
          awesome-machine-learning
         </a>
         .
        </em>
       </p>
       <ul>
        <li>
         <a href="http://scikit-learn.org/" rel="nofollow" target="_blank">
          scikit-learn
         </a>
         – A Python module for machine learning built on top of SciPy.
        </li>
        <li>
         <a href="https://github.com/clips/pattern" rel="nofollow" target="_blank">
          pattern
         </a>
         – Web mining module for Python.
        </li>
        <li>
         <a href="https://github.com/numenta/nupic" rel="nofollow" target="_blank">
          NuPIC
         </a>
         – Numenta Platform for Intelligent Computing.
        </li>
        <li>
         <a href="https://github.com/lisa-lab/pylearn2" rel="nofollow" target="_blank">
          Pylearn2
         </a>
         – A Machine Learning library based on
         <a href="https://github.com/Theano/Theano" rel="nofollow" target="_blank">
          Theano
         </a>
         .
        </li>
        <li>
         <a href="https://github.com/hannes-brt/hebel" rel="nofollow" target="_blank">
          hebel
         </a>
         – GPU-Accelerated Deep Learning Library in Python.
        </li>
        <li>
         <a href="https://github.com/piskvorky/gensim" rel="nofollow" target="_blank">
          gensim
         </a>
         – Topic Modelling for Humans.
        </li>
        <li>
         <a href="https://github.com/pybrain/pybrain" rel="nofollow" target="_blank">
          PyBrain
         </a>
         – Another Python Machine Learning Library.
        </li>
        <li>
         <a href="https://github.com/muricoca/crab" rel="nofollow" target="_blank">
          Crab
         </a>
         – A ﬂexible, fast recommender engine.
        </li>
        <li>
         <a href="https://github.com/ocelma/python-recsys" rel="nofollow" target="_blank">
          python-recsys
         </a>
         – A Python library for implementing a Recommender System.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#mapreduce" name="user-content-mapreduce" rel="nofollow" target="_blank">
        </a>
        MapReduce
       </h2>
       <p>
        <em>
         Framworks and libraries for MapReduce.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://spark.apache.org/docs/latest/programming-guide.html" rel="nofollow" target="_blank">
          PySpark
         </a>
         – The Spark Python API.
        </li>
        <li>
         <a href="https://github.com/douban/dpark" rel="nofollow" target="_blank">
          dpark
         </a>
         – Python clone of Spark, a MapReduce alike framework in Python.
        </li>
        <li>
         <a href="https://github.com/spotify/luigi" rel="nofollow" target="_blank">
          luigi
         </a>
         – A module that helps you build complex pipelines of batch jobs.
        </li>
        <li>
         <a href="https://github.com/Yelp/mrjob" rel="nofollow" target="_blank">
          mrjob
         </a>
         – Run MapReduce jobs on Hadoop or Amazon Web Services.
        </li>
        <li>
         <a href="https://github.com/klbostee/dumbo" rel="nofollow" target="_blank">
          dumbo
         </a>
         – Python module that allows one to easily write and run Hadoop programs.
        </li>
        <li>
         <a href="https://github.com/Parsely/streamparse" rel="nofollow" target="_blank">
          streamparse
         </a>
         – Run Python code against real-time streams of data. Integrates with
         <a href="https://storm.incubator.apache.org/" rel="nofollow" target="_blank">
          Apache Storm
         </a>
         .
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#functional-programming" name="user-content-functional-programming" rel="nofollow" target="_blank">
        </a>
        Functional Programming
       </h2>
       <ul>
        <li>
         <a href="https://github.com/kachayev/fn.py" rel="nofollow" target="_blank">
          fn.py
         </a>
         – Functional programming in Python: implementation of missing features to enjoy FP.
        </li>
        <li>
         <a href="https://github.com/Suor/funcy" rel="nofollow" target="_blank">
          funcy
         </a>
         – A fancy and practical functional tools.
        </li>
        <li>
         <a href="https://github.com/pytoolz/toolz" rel="nofollow" target="_blank">
          Toolz
         </a>
         – A collection of functional utilities for iterators, functions, and dictionaries.
        </li>
        <li>
         <a href="https://github.com/pytoolz/cytoolz/" rel="nofollow" target="_blank">
          CyToolz
         </a>
         – Cython implementation of Toolz: High performance functional utilities.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#third-party-apis" name="user-content-third-party-apis" rel="nofollow" target="_blank">
        </a>
        Third-party APIs
       </h2>
       <p>
        <em>
         Libraries for accessing third party services APIs. See:
         <a href="https://github.com/realpython/list-of-python-api-wrappers" rel="nofollow" target="_blank">
          List of Python API Wrappers and Libraries
         </a>
         .
        </em>
       </p>
       <ul>
        <li>
         <a href="https://libcloud.apache.org/" rel="nofollow" target="_blank">
          apache-libcloud
         </a>
         – One Python library for all clouds.
        </li>
        <li>
         <a href="https://github.com/boto/boto" rel="nofollow" target="_blank">
          boto
         </a>
         – Python interface to Amazon Web Services.
        </li>
        <li>
         <a href="https://github.com/ryanmcgrath/twython" rel="nofollow" target="_blank">
          twython
         </a>
         – A Python wrapper for the Twitter API.
        </li>
        <li>
         <a href="https://github.com/soundcloud/soundcloud-python" rel="nofollow" target="_blank">
          soundcloud-python
         </a>
         – A Python wrapper around the Soundcloud API.
        </li>
        <li>
         <a href="https://github.com/google/google-api-python-client" rel="nofollow" target="_blank">
          google-api-python-client
         </a>
         – Google APIs Client Library for Python.
        </li>
        <li>
         <a href="https://github.com/burnash/gspread" rel="nofollow" target="_blank">
          gspread
         </a>
         – Google Spreadsheets Python API .
        </li>
        <li>
         <a href="https://github.com/pythonforfacebook/facebook-sdk" rel="nofollow" target="_blank">
          facebook-sdk
         </a>
         – Facebook Platform Python SDK.
        </li>
        <li>
         <a href="https://github.com/jgorset/facepy" rel="nofollow" target="_blank">
          facepy
         </a>
         – Facepy makes it really easy to interact with Facebook’s Graph API
        </li>
        <li>
         <a href="https://wikipedia.readthedocs.org/" rel="nofollow" target="_blank">
          Wikipedia
         </a>
         – A Pythonic wrapper for the Wikipedia API.
        </li>
        <li>
         <a href="https://github.com/Instagram/python-instagram" rel="nofollow" target="_blank">
          python-instagram
         </a>
         – A Python Client for Instagram API.
        </li>
        <li>
         <a href="https://github.com/charlierguo/gmail" rel="nofollow" target="_blank">
          gmail
         </a>
         – A Pythonic interface for Gmail.
        </li>
        <li>
         <a href="https://github.com/praw-dev/praw" rel="nofollow" target="_blank">
          praw
         </a>
         – A Python wrapper for the Reddit API.
        </li>
        <li>
         <a href="https://github.com/ozgur/python-linkedin" rel="nofollow" target="_blank">
          linkedin
         </a>
         – A Python interface for LinkedIn.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#devops-tools" name="user-content-devops-tools" rel="nofollow" target="_blank">
        </a>
        DevOps Tools
       </h2>
       <p>
        <em>
         Software and libraries for DevOps.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.openstack.org/" rel="nofollow" target="_blank">
          OpenStack
         </a>
         – Open source software for building private and public clouds.
        </li>
        <li>
         <a href="http://www.ansible.com/" rel="nofollow" target="_blank">
          Ansible
         </a>
         – An IT automation tool.
        </li>
        <li>
         <a href="http://www.saltstack.com/community/" rel="nofollow" target="_blank">
          SaltStack
         </a>
         – Infrastructure automation and management system.
        </li>
        <li>
         <a href="http://www.fabfile.org/" rel="nofollow" target="_blank">
          Fabric
         </a>
         – Tool for streamlining the use of SSH for application deployment or systems administration tasks.
        </li>
        <li>
         <a href="https://github.com/ronnix/fabtools" rel="nofollow" target="_blank">
          Fabtools
         </a>
         – Tools for writing awesome Fabric files.
        </li>
        <li>
         <a href="https://github.com/sebastien/cuisine" rel="nofollow" target="_blank">
          cuisine
         </a>
         – Chef-like functionality for Fabric.
        </li>
        <li>
         <a href="https://github.com/giampaolo/psutil" rel="nofollow" target="_blank">
          psutil
         </a>
         – A cross-platform process and system utilities module.
        </li>
        <li>
         <a href="https://github.com/pexpect/pexpect" rel="nofollow" target="_blank">
          pexpect
         </a>
         – A Python module for controlling interactive programs in a pseudo-terminal like GNU expect.
        </li>
        <li>
         <a href="https://github.com/python-provy/provy" rel="nofollow" target="_blank">
          provy
         </a>
         – An easy-to-use provisioning system in Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#job-scheduler" name="user-content-job-scheduler" rel="nofollow" target="_blank">
        </a>
        Job Scheduler
       </h2>
       <p>
        <em>
         Libraries for scheduling jobs.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://apscheduler.readthedocs.org/" rel="nofollow" target="_blank">
          APScheduler
         </a>
         – A light but powerful in-process task scheduler that lets you schedule functions.
        </li>
        <li>
         <a href="https://github.com/thauber/django-schedule" rel="nofollow" target="_blank">
          django-schedule
         </a>
         – A calendaring app for Django.
        </li>
        <li>
         <a href="http://pydoit.org/" rel="nofollow" target="_blank">
          doit
         </a>
         – A task runner/build tool.
        </li>
        <li>
         <a href="http://pythonhosted.org/joblib/index.html" rel="nofollow" target="_blank">
          Joblib
         </a>
         – A set of tools to provide lightweight pipelining in Python.
        </li>
        <li>
         <a href="https://github.com/fengsp/plan" rel="nofollow" target="_blank">
          Plan
         </a>
         – Writing crontab file in Python like a charm.
        </li>
        <li>
         <a href="https://github.com/knipknap/SpiffWorkflow" rel="nofollow" target="_blank">
          Spiff
         </a>
         – A powerful workflow engine implemented in pure Python.
        </li>
        <li>
         <a href="https://github.com/dbader/schedule" rel="nofollow" target="_blank">
          schedule
         </a>
         – Python job scheduling for humans.
        </li>
        <li>
         <a href="http://docs.openstack.org/developer/taskflow/" rel="nofollow" target="_blank">
          TaskFlow
         </a>
         – A Python library that helps to make task execution easy, consistent and reliable.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#foreign-function-interface" name="user-content-foreign-function-interface" rel="nofollow" target="_blank">
        </a>
        Foreign Function Interface
       </h2>
       <p>
        <em>
         Libraries for providing foreign function interface.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://docs.python.org/2/library/ctypes.html" rel="nofollow" target="_blank">
          ctypes
         </a>
         – (Python standard library) Foreign Function Interface for Python calling C code.
        </li>
        <li>
         <a href="https://pypi.python.org/pypi/cffi" rel="nofollow" target="_blank">
          cffi
         </a>
         – Foreign Function Interface for Python calling C code.
        </li>
        <li>
         <a href="http://www.swig.org/Doc1.3/Python.html" rel="nofollow" target="_blank">
          SWIG
         </a>
         – Simplified Wrapper and Interface Generator.
        </li>
        <li>
         <a href="http://mathema.tician.de/software/pycuda/" rel="nofollow" target="_blank">
          PyCUDA
         </a>
         – A Python wrapper for Nvidia’s CUDA API.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#high-performance" name="user-content-high-performance" rel="nofollow" target="_blank">
        </a>
        High Performance
       </h2>
       <p>
        <em>
         Libraries for making Python faster.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://cython.org/" rel="nofollow" target="_blank">
          Cython
         </a>
         – Optimizing Static Complier for Python. Uses type mixins to compile Python into C or C++ modules resulting in large performance gains.
        </li>
        <li>
         <a href="http://pypy.org/" rel="nofollow" target="_blank">
          PyPy
         </a>
         – An implementation of Python in Python. The interpreter uses black magic to make Python very fast without having to add in additional type information.
        </li>
        <li>
         <a href="http://www.stackless.com/" rel="nofollow" target="_blank">
          Stackless Python
         </a>
         – An enhanced version of the Python.
        </li>
        <li>
         <a href="https://github.com/dropbox/pyston" rel="nofollow" target="_blank">
          Pyston
         </a>
         – A Python implementation built using LLVM and modern JIT techniques with the goal of achieving good performance.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#microsoft-windows" name="user-content-microsoft-windows" rel="nofollow" target="_blank">
        </a>
        Microsoft Windows
       </h2>
       <p>
        <em>
         Python programming on Microsoft Windows.
        </em>
       </p>
       <ul>
        <li>
         <a href="http://www.lfd.uci.edu/~gohlke/pythonlibs/" rel="nofollow" target="_blank">
          pythonlibs
         </a>
         – Unofficial Windows(32/64-bit) binaries for Python extension packages
        </li>
        <li>
         <a href="https://code.google.com/p/pythonxy/" rel="nofollow" target="_blank">
          Python(x,y)
         </a>
         – Scientific-applications-oriented Python Distribution based on Qt and Spyder.
        </li>
        <li>
         <a href="https://code.google.com/p/spyderlib/" rel="nofollow" target="_blank">
          spyder
         </a>
         – IDE for the Python language with advanced editing, interactive testing, debugging and introspection features (also comes with Anaconda).
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#network-virtualization-and-sdn" name="user-content-network-virtualization-and-sdn" rel="nofollow" target="_blank">
        </a>
        Network Virtualization and SDN
       </h2>
       <p>
        <em>
         Tools and libraries for Virtual Networking and SDN (Software Defined Networking).
        </em>
       </p>
       <ul>
        <li>
         <a href="http://mininet.org/" rel="nofollow" target="_blank">
          Mininet
         </a>
         – A popular network emulator and API written in Python.
        </li>
        <li>
         <a href="http://www.noxrepo.org/pox/about-pox/" rel="nofollow" target="_blank">
          POX
         </a>
         – An open source development platform for Python-based Software Defined Networking (SDN) control applications, such as OpenFlow SDN controllers.
        </li>
        <li>
         <a href="http://frenetic-lang.org/pyretic/" rel="nofollow" target="_blank">
          Pyretic
         </a>
         – A member of the Frenetic family of SDN programming languages that provides powerful abstractions over network switches or emulators.
        </li>
        <li>
         <a href="https://github.com/sdn-ixp/internet2award" rel="nofollow" target="_blank">
          SDX Platform
         </a>
         – SDN based IXP implementation that leverages Mininet, POX and Pyretic.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#hardware" name="user-content-hardware" rel="nofollow" target="_blank">
        </a>
        Hardware
       </h2>
       <p>
        <em>
         Libraries for programming with hardware.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://wifi.readthedocs.org/" rel="nofollow" target="_blank">
          wifi
         </a>
         – A Python library and command line tool for working with WiFi on Linux.
        </li>
        <li>
         <a href="http://www.secdev.org/projects/scapy/" rel="nofollow" target="_blank">
          scapy
         </a>
         – A brilliant packet manipulation library.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#miscellaneous" name="user-content-miscellaneous" rel="nofollow" target="_blank">
        </a>
        Miscellaneous
       </h2>
       <p>
        <em>
         Useful libraries or tools that don’t fit in the categories above.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/mitsuhiko/pluginbase" rel="nofollow" target="_blank">
          pluginbase
         </a>
         – A simple but flexible plugin system for Python.
        </li>
        <li>
         <a href="https://github.com/mitsuhiko/itsdangerous" rel="nofollow" target="_blank">
          itsdangerous
         </a>
         – Various helpers to pass trusted data to untrusted environments.
        </li>
        <li>
         <a href="https://github.com/jek/blinker" rel="nofollow" target="_blank">
          blinker
         </a>
         – A fast Python in-process signal/event dispatching system.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#algorithms-and-design-patterns" name="user-content-algorithms-and-design-patterns" rel="nofollow" target="_blank">
        </a>
        Algorithms and Design Patterns
       </h2>
       <p>
        <em>
         Collections of algorithms and design patterns.
        </em>
       </p>
       <ul>
        <li>
         <a href="https://github.com/faif/python-patterns" rel="nofollow" target="_blank">
          python-patterns
         </a>
         – A collection of design patterns in Python.
        </li>
        <li>
         <a href="https://github.com/nryoung/algorithms" rel="nofollow" target="_blank">
          algorithms
         </a>
         – module of algorithms for Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#editor-plugins" name="user-content-editor-plugins" rel="nofollow" target="_blank">
        </a>
        Editor Plugins
       </h2>
       <p>
        <em>
         Plugins for editors and IDEs.
        </em>
       </p>
       <ul>
        <li>
         Vim
         <ul>
          <li>
           <a href="https://github.com/klen/python-mode" rel="nofollow" target="_blank">
            Python-mode
           </a>
           – An all in one plugin for turning Vim into a Python IDE.
          </li>
          <li>
           <a href="https://github.com/davidhalter/jedi-vim" rel="nofollow" target="_blank">
            Jedi-vim
           </a>
           – Vim bindings for the
           <a href="https://github.com/davidhalter/jedi" rel="nofollow" target="_blank">
            Jedi
           </a>
           autocompletion library for Python.
          </li>
         </ul>
        </li>
        <li>
         Emacs
         <ul>
          <li>
           <a href="https://github.com/jorgenschaefer/elpy" rel="nofollow" target="_blank">
            Elpy
           </a>
           – Emacs Python Development Environment.
          </li>
         </ul>
        </li>
        <li>
         Sublime Text
         <ul>
          <li>
           <a href="https://github.com/srusskih/SublimeJEDI" rel="nofollow" target="_blank">
            SublimeJEDI
           </a>
           – A Sublime Text plugin to the awesome autocomplete library
           <a href="https://github.com/davidhalter/jedi" rel="nofollow" target="_blank">
            Jedi
           </a>
           .
          </li>
          <li>
           <a href="https://github.com/DamnWidget/anaconda" rel="nofollow" target="_blank">
            Anaconda
           </a>
           – Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
          </li>
          <li>
           <a href="https://github.com/squ1b3r/Djaneiro" rel="nofollow" target="_blank">
            Djaneiro
           </a>
           – Django support for Sublime Text.
          </li>
         </ul>
        </li>
       </ul>
       <h1>
        <a href="https://github.com/vinta/awesome-python#resources" name="user-content-resources" rel="nofollow" target="_blank">
        </a>
        Resources
       </h1>
       <p>
        Where to discover new Python libraries.
       </p>
       <h2>
        <a href="https://github.com/vinta/awesome-python#websites" name="user-content-websites" rel="nofollow" target="_blank">
        </a>
        Websites
       </h2>
       <ul>
        <li>
         <a href="http://www.reddit.com/r/python" rel="nofollow" target="_blank">
          r/Python
         </a>
         – News about Python.
        </li>
        <li>
         <a href="http://python3wos.appspot.com/" rel="nofollow" target="_blank">
          Python 3 Wall of Superpowers
         </a>
         – Too many popular Python packages don’t support Python 3.
        </li>
        <li>
         <a href="https://github.com/trending?l=python" rel="nofollow" target="_blank">
          Trending Python repositories on GitHub today
         </a>
         – Good place to find new Python libraries.
        </li>
        <li>
         <a href="http://coolgithubprojects.com/" rel="nofollow" target="_blank">
          CoolGithubProjects
         </a>
         – Sharing cool github projects just got easier!
        </li>
        <li>
         <a href="http://www.fullstackpython.com/" rel="nofollow" target="_blank">
          Full Stack Python
         </a>
         – Plain English explanations for every layer of the Python web application stack.
        </li>
        <li>
         <a href="https://www.djangopackages.com/" rel="nofollow" target="_blank">
          Django Packages
         </a>
         – A directory of reusable apps, sites, tools, and more for Django projects.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#weekly" name="user-content-weekly" rel="nofollow" target="_blank">
        </a>
        Weekly
       </h2>
       <ul>
        <li>
         <a href="http://pycoders.com/" rel="nofollow" target="_blank">
          Pycoder’s Weekly
         </a>
         – A free weekly newsletter, on Fridays, for those interested in Python development and various topics around Python.
        </li>
        <li>
         <a href="http://www.pythonweekly.com/" rel="nofollow" target="_blank">
          Python Weekly
         </a>
         – A free weekly newsletter featuring curated news, articles, new releases, jobs etc related to Python.
        </li>
       </ul>
       <h2>
        <a href="https://github.com/vinta/awesome-python#twitter" name="user-content-twitter" rel="nofollow" target="_blank">
        </a>
        Twitter
       </h2>
       <ul>
        <li>
         <a href="https://twitter.com/pypi" rel="nofollow" target="_blank">
          @pypi
         </a>
        </li>
        <li>
         <a href="https://twitter.com/planetpython" rel="nofollow" target="_blank">
          @planetpython
         </a>
        </li>
        <li>
         <a href="https://twitter.com/getpy" rel="nofollow" target="_blank">
          @getpy
         </a>
        </li>
        <li>
         <a href="https://twitter.com/pycoders" rel="nofollow" target="_blank">
          @pycoders
         </a>
        </li>
        <li>
         <a href="https://twitter.com/PythonWeekly" rel="nofollow" target="_blank">
          @PythonWeekly
         </a>
        </li>
        <li>
         <a href="https://twitter.com/pythontrending" rel="nofollow" target="_blank">
          @pythontrending
         </a>
        </li>
       </ul>
       <h1>
        <a href="https://github.com/vinta/awesome-python#other-awesome-lists" name="user-content-other-awesome-lists" rel="nofollow" target="_blank">
        </a>
        Other Awesome Lists
       </h1>
       <p>
        List of lists.
       </p>
       <ul>
        <li>
         Python
         <ul>
          <li>
           <a href="https://github.com/kirang89/pycrumbs/blob/master/pycrumbs.md" rel="nofollow" target="_blank">
            pycrumbs
           </a>
          </li>
          <li>
           <a href="https://github.com/svaksha/pythonidae" rel="nofollow" target="_blank">
            pythonidae
           </a>
          </li>
          <li>
           <a href="https://github.com/checkcheckzz/python-github-projects" rel="nofollow" target="_blank">
            python-github-projects
           </a>
          </li>
          <li>
           <a href="https://github.com/rasbt/python_reference" rel="nofollow" target="_blank">
            python_reference
           </a>
          </li>
          <li>
           <a href="http://easy-python.readthedocs.org/" rel="nofollow" target="_blank">
            easy-python
           </a>
          </li>
         </ul>
        </li>
        <li>
         Monty
         <ul>
          <li>
           <a href="https://github.com/bayandin/awesome-awesomeness" rel="nofollow" target="_blank">
            awesome-awesomeness
           </a>
          </li>
          <li>
           <a href="https://github.com/jnv/lists" rel="nofollow" target="_blank">
            lists
           </a>
          </li>
         </ul>
        </li>
       </ul>
      </div>
      <div>
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